[ FreeCourseWeb.com ] Coursera - Machine Learning Engineering for Production (MLOps) Specialization

Creation Time	Oct. 25, 2024, 10 a.m.
Last Access Time	April 22, 2025, 6:39 p.m.
File Size	1.9 GB
Keywords	Specialization for Coursera - Machine Engineering Production FreeCourseWeb Learning MLOps com
Total Requests	277
Total Files	702
Magnet Link	Please wait ...
	Download (Magnet Link) Play (Watch Online)

~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/01_a-conversation-with-andrew-ng-robert-crowe-and-laurence-moroney/01_specialization-overview.mp4 40.0 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/01_a-conversation-with-andrew-ng-robert-crowe-and-laurence-moroney/01_specialization-overview.mp4 40.0 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/02_mlops-levels-1-2.mp4 26.8 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/01_key-challenges.mp4 25.6 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/02_scaling-infrastructure/01_scaling-infrastructure.mp4 25.0 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/02_the-machine-learning-project-lifecycle/03_case-study-speech-recognition.mp4 24.3 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/03_continuous-evaluation-and-monitoring/01_continuous-evaluation-and-monitoring.mp4 23.5 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/03_scoping-optional/03_diligence-on-feasibility-and-value.mp4 23.2 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/07_raising-hlp.mp4 21.8 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/02_label-and-organize-data/01_obtaining-data.mp4 20.7 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/02_quantization-and-pruning/06_pruning.mp4 20.4 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/02_the-machine-learning-project-lifecycle/01_welcome.mp4 20.3 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/01_feature-engineering/03_feature-engineering-techniques.mp4 20.3 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/02_error-analysis-and-performance-auditing/03_skewed-datasets.mp4 20.1 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/03_deployment-patterns.mp4 20.1 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/03_major-types-of-data-problems.mp4 20.0 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/01_a-conversation-with-andrew-ng-robert-crowe-and-laurence-moroney/01_course-overview.mp4 19.3 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/05_developing-components-for-an-orchestrated-workflow.mp4 19.3 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/06_human-level-performance-hlp.mp4 18.5 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/04_monitoring.mp4 18.3 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/05_adding-features.mp4 18.1 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/03_why-low-average-error-isn-t-good-enough.mp4 18.1 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/02_introduction-to-machine-learning-engineering-in-production/01_overview.mp4 18.0 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/01_high-performance-modeling/04_training-large-models-the-rise-of-giant-neural-nets-and-parallelism.mp4 17.7 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/02_feature-transformation-at-scale/01_preprocessing-data-at-scale.mp4 17.6 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/02_feature-transformation-at-scale/02_tensorflow-transform.mp4 17.5 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/05_pipeline-monitoring.mp4 16.2 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/02_label-and-organize-data/03_meta-data-data-provenance-and-lineage.mp4 16.1 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/05_improving-label-consistency.mp4 16.0 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/03_data-augmentation.mp4 16.0 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/04_establish-a-baseline.mp4 16.0 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/01_high-performance-modeling/01_distributed-training.mp4 15.9 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/01_high-performance-modeling/03_high-performance-ingestion.mp4 15.8 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/01_ml-experiments-management-and-workflow-automation/04_introduction-to-mlops.mp4 15.8 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/02_error-analysis-and-performance-auditing/04_performance-auditing.mp4 15.8 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/01_model-analysis-overview/01_model-performance-analysis.mp4 15.7 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/04_small-data-and-label-consistency.mp4 15.3 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/01_dimensionality-effect-on-performance.mp4 15.1 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/03_gdpr-and-privacy/06_right-to-be-forgotten.mp4 15.0 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/04_labeling-data/01_case-study-degraded-model-performance.mp4 15.0 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/03_collecting-data/03_responsible-data-security-privacy-fairness.mp4 14.8 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/01_ml-experiments-management-and-workflow-automation/01_experiment-tracking.mp4 14.8 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/02_interpretability/02_intrinsically-interpretable-models.mp4 14.8 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/03_gdpr-and-privacy/03_legal-requirements-for-secure-and-private-ai.mp4 14.8 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/04_can-adding-data-hurt.mp4 14.6 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/04_labeling-data/03_process-feedback-and-human-labeling.mp4 14.6 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/02_more-label-ambiguity-examples.mp4 14.5 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/02_curse-of-dimensionality.mp4 13.8 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/02_knowledge-distillation/04_case-study-how-to-distill-knowledge-for-a-q-a-task.mp4 13.8 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/06_sensitivity-analysis-and-adversarial-attacks.mp4 13.8 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/02_error-analysis-and-performance-auditing/01_error-analysis-example.mp4 13.7 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/01_a-conversation-with-andrew-ng-robert-crowe-and-laurence-moroney/02_course-overview.mp4 13.7 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/02_quantization-and-pruning/02_benefits-and-process-of-quantization.mp4 13.7 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/03_scoping-optional/02_scoping-process.mp4 13.5 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/03_scoping-optional/04_diligence-on-value.mp4 13.2 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/01_data-journey-and-data-storage/02_introduction-to-ml-metadata.mp4 13.2 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/02_interpretability/01_model-interpretation-methods.mp4 13.0 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/03_online-inference/01_online-inference.mp4 12.9 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/08_principal-components-analysis.mp4 12.8 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/03_preprocessing-different-data-types-optional/01_time-series.mp4 12.7 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/03_collecting-data/01_importance-of-data.mp4 12.6 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/03_model-management-and-deployment-infrastructure/07_progressive-delivery.mp4 12.6 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/05_validating-data/01_detecting-data-issues.mp4 12.4 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/02_knowledge-distillation/02_knowledge-distillation-techniques.mp4 12.4 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/03_model-servers-other-providers.mp4 11.9 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/01_model-monitoring-and-logging/01_why-monitoring-matters.mp4 11.8 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/03_automl/06_automl-on-the-cloud.mp4 11.8 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/01_feature-engineering/02_preprocessing-operations.mp4 11.8 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/01_ml-experiments-management-and-workflow-automation/02_tools-for-experiment-tracking.mp4 11.7 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/01_explainable-ai/01_explainable-ai.mp4 11.6 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/07_adversarial-attack-demo.mp4 11.4 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/02_a-useful-picture-of-data-augmentation.mp4 11.4 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/05_tips-for-getting-started.mp4 11.1 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/03_collecting-data/02_example-application-suggesting-runs.mp4 11.0 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/03_enterprise-data-storage/01_feature-stores.mp4 11.0 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/03_model-management-and-deployment-infrastructure/04_continuous-delivery.mp4 10.9 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/03_model-management-and-deployment-infrastructure/01_managing-model-versions.mp4 10.9 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/02_introduction-to-model-serving/01_introduction-to-model-serving.mp4 10.8 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/09_other-techniques.mp4 10.8 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/02_label-and-organize-data/04_balanced-train-dev-test-splits.mp4 10.8 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/02_label-and-organize-data/02_data-pipeline.mp4 10.7 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/01_data-journey-and-data-storage/01_data-journey.mp4 10.6 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/01_a-conversation-with-andrew-ng-robert-crowe-and-laurence-moroney/01_course-overview.mp4 10.5 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/02_feature-transformation-at-scale/03_hello-world-with-tf-transform.mp4 10.4 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/13_ai-explanations.mp4 10.3 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/02_error-analysis-and-performance-auditing/02_prioritizing-what-to-work-on.mp4 10.2 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/06_shapley-values.mp4 10.2 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/02_introduction-to-machine-learning-engineering-in-production/02_ml-pipelines.mp4 10.2 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/02_quantization-and-pruning/01_mobile-iot-and-similar-use-cases.mp4 10.2 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/01_why-is-data-definition-hard.mp4 10.1 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/01_feature-engineering/01_introduction-to-preprocessing.mp4 10.0 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/05_manual-dimensionality-reduction-case-study.mp4 10.0 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/01_model-monitoring-and-logging/04_logging-for-ml-monitoring.mp4 9.9 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/04_installing-tensorflow-serving/01_installing-tensorflow-serving.mp4 9.6 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/04_data-preprocessing/01_data-preprocessing.mp4 9.4 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/01_modeling-overview.mp4 9.4 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/01_introduction-to-tensorflow-model-analysis.mp4 9.2 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/01_model-serving-architecture.mp4 9.1 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/02_hyperparameter-tuning-searching-for-the-best-architecture/02_keras-autotuner-demo.mp4 9.1 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/05_batch-inference-scenarios/01_batch-inference-scenarios.mp4 9.0 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/02_the-machine-learning-project-lifecycle/02_steps-of-an-ml-project.mp4 9.0 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/02_key-challenges.mp4 9.0 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/06_experiment-tracking.mp4 8.9 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/05_validating-data/02_tensorflow-data-validation.mp4 8.8 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/02_quantization-and-pruning/03_post-training-quantization.mp4 8.7 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/02_model-decay/03_ways-to-mitigate-model-decay.mp4 8.6 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/07_from-big-data-to-good-data.mp4 8.5 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/01_introduction-to-model-serving-infrastructure.mp4 8.3 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/03_scoping-optional/01_what-is-scoping.mp4 8.1 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/04_labeling-data/02_data-and-concept-change-in-production-ml.mp4 8.1 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/03_improving-prediction-latency-and-reducing-resource-costs.mp4 8.0 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/12_measuring-fairness.mp4 8.0 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/03_feature-selection/03_filter-methods.mp4 8.0 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/01_mlops-level-0.mp4 7.9 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/03_automl/01_intro-to-automl.mp4 7.9 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/04_manual-dimensionality-reduction.mp4 7.6 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/01_data-centric-ai-development.mp4 7.5 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/03_feature-selection/05_embedded-methods.mp4 7.5 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/03_gdpr-and-privacy/01_responsible-ai.mp4 7.4 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/02_partial-dependence-plots.mp4 7.4 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/06_batch-processing-with-etl/01_batch-processing-with-etl.mp4 7.4 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/03_feature-selection/04_wrapper-methods.mp4 7.1 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/01_advanced-labeling-optional/03_weak-supervision.mp4 6.9 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/01_model-monitoring-and-logging/02_observability-in-ml.mp4 6.8 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/03_automl/03_search-strategies.mp4 6.8 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/04_creating-and-deploying-models-to-ai-prediction-platform.mp4 6.6 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/02_hyperparameter-tuning-searching-for-the-best-architecture/01_hyperparameter-tuning.mp4 6.6 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/01_advanced-labeling-optional/01_semi-supervised-learning.mp4 6.5 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/03_curse-of-dimensionality-an-example.mp4 6.5 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/02_the-machine-learning-project-lifecycle/04_course-outline.mp4 6.4 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/02_model-servers-tensorflow-serving.mp4 6.4 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/03_feature-selection/01_feature-spaces.mp4 6.3 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/02_quantization-and-pruning/04_quantization-aware-training.mp4 6.3 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/10_model-remediation.mp4 6.2 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/01_data-journey-and-data-storage/03_ml-metadata-in-action.mp4 6.2 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/02_data-augmentation-optional/01_data-augmentation.mp4 6.2 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_1607.02533.pdf 6.1 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/02_evolving-data/01_schema-development.mp4 6.1 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/12_tcav-and-lime_1711.11279.pdf 6.0 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_1711.11279.pdf 6.0 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/01_advanced-labeling-optional/02_active-learning.mp4 6.0 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/01_model-monitoring-and-logging/03_monitoring-targets-in-ml.mp4 5.9 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/03_enterprise-data-storage/02_data-warehouse.mp4 5.9 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/03_gdpr-and-privacy/05_anonymization-and-pseudonymisation.mp4 5.8 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/03_feature-selection/02_feature-selection.mp4 5.7 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/04_specialization-recap-and-farewell/01_specialization-recap-and-farewell.mp4 5.6 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/10_testing-concept-activation-vectors.mp4 5.5 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/02_tfma-in-practice.mp4 5.5 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/03_automl/05_measuring-automl-efficacy.mp4 5.4 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/03_scoping-optional/06_week-3-optional-references_1706.06969.pdf 5.4 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/04_course-resources/01_references_1706.06969.pdf 5.4 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/01_feature-engineering/04_feature-crosses.mp4 5.3 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/11_fairness.mp4 5.3 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/02_deployment-options.mp4 5.2 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/02_evolving-data/02_schema-environments.mp4 5.1 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/02_model-decay/01_what-is-model-decay.mp4 5.1 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/07_shapley-additive-explanations-shap.mp4 4.9 MB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/03_scoping-optional/05_milestones-and-resourcing.mp4 4.8 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/03_enterprise-data-storage/03_data-lakes.mp4 4.7 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/04_model-debugging-overview.mp4 4.7 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/03_permutation-feature-importance.mp4 4.5 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/02_knowledge-distillation/01_teacher-and-student-networks.mp4 4.4 MB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/03_preprocessing-different-data-types-optional/02_sensors-and-signals.mp4 4.3 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/01_model-monitoring-and-logging/05_tracing-for-ml-systems.mp4 4.3 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/02_model-decay/02_model-decay-detection.mp4 3.9 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/01_explainable-ai/02_explainable-ai_1910.10045.pdf 3.7 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/07_algorithmic-dimensionality-reduction.mp4 3.4 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/02_interpretability/03_interpretability_15-243.pdf 3.2 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_15-243.pdf 3.2 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_1703.01365.pdf 3.2 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/09_residual-analysis.mp4 3.1 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_FPF_WarningSigns_Report.pdf 2.9 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/03_continuous-evaluation-and-monitoring/02_continuous-evaluation-and-monitoring_1704.00023.pdf 2.7 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_1704.00023.pdf 2.7 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/03_automl/02_understanding-search-spaces.mp4 2.7 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/01_model-agnostic-methods.mp4 2.5 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_1707.08945.pdf 2.1 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/11_lime.mp4 2.1 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/04_assignment-classify-images-of-clouds-in-the-cloud-with-automl-vision/01_assignment-setup.mp4 2.0 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/05_benchmark-models.mp4 1.6 MB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/05_course-resources/01_course-4-optional-references_36356.pdf 1.5 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/10_dimensionality-reduction-techniques_1404.2986.pdf 1.3 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/04_assignment-classify-images-of-clouds-in-the-cloud-with-automl-vision/02_week-1-wrap-up.mp4 1.2 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/13_model-remediation-and-fairness_1904.13341.pdf 1.2 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_1904.13341.pdf 1.2 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/03_automl/04_neural-architecture-search_1712.00559.pdf 1.1 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_1712.00559.pdf 1.1 MB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_1412.6572.pdf 1012.1 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/09_understanding-model-predictions_8a20a8621978632d76c43dfd28b67767-Paper.pdf 906.2 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/02_label-and-organize-data/05_data-stage-of-the-ml-production-lifecycle_exam.html 823.7 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/03_automl/04_neural-architecture-search_1611.01578.pdf 716.0 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_1611.01578.pdf 716.0 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/14_ai-explanations_AI_Explainability_Whitepaper.pdf 649.5 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_AI_Explainability_Whitepaper.pdf 649.5 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/02_knowledge-distillation/05_knowledge-distillation_1910.08381.pdf 619.1 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/03_preprocessing-different-data-types-optional/03_week-4-optional-references_1904.04717.pdf 611.6 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/04_course-resources/01_course-2-optional-references_1904.04717.pdf 611.6 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_parsons.pdf 503.4 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/03_automl/04_neural-architecture-search_1808.05377.pdf 501.9 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_1808.05377.pdf 501.9 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_gpipe.py 399.5 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/10_dimensionality-reduction-techniques_1404.1100.pdf 377.5 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/01_high-performance-modeling/05_high-performance-modeling_introducing-gpipe-open-source-library.html 313.7 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_introducing-gpipe-open-source-library.html 313.7 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_custom-on-device-ml-models.html 312.5 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/03_preprocessing-different-data-types-optional/03_week-4-optional-references_improving-deep-learning-performance.html 310.4 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/04_course-resources/01_course-2-optional-references_improving-deep-learning-performance.html 310.4 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/05_validating-data/03_week-1-optional-references_introducing-inclusive-images-competition.html 308.6 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/04_course-resources/01_course-2-optional-references_introducing-inclusive-images-competition.html 308.6 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/03_feature-selection/06_week-2-optional-references_preprocessing-for-machine-learning-with.html 305.8 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/04_course-resources/01_course-2-optional-references_preprocessing-for-machine-learning-with.html 305.8 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/03_model-management-and-deployment-infrastructure/05_ungraded-lab-ci-cd-pipelines-with-github-actions_README.md 198.7 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/05_optional-build-train-and-deploy-an-xgboost-model-on-cloud-ai-platform_C4_W1_Optional_Lab_1.md 191.9 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/03_online-inference/02_ungraded-lab-latency-testing-with-docker-compose-and-locust_README.md 183.1 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/03_model-management-and-deployment-infrastructure/02_ungraded-lab-model-versioning-with-tf-serving_README.md 176.4 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/04_installing-tensorflow-serving/02_ungraded-lab-tensorflow-serving-with-docker_C4_W1_Lab_2_TFS_Docker.md 176.0 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/05_course-resources/01_course-4-optional-references_custom_component.md 175.9 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/02_introduction-to-model-serving/03_ungraded-lab-introduction-to-docker_C4_W1_Lab_1_Docker_Intro.md 170.7 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/05_course-resources/01_course-4-optional-references_86df7dcfd896fcaf2674f757a2463eba-Paper.pdf 161.7 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/06_week-1-optional-references_86df7dcfd896fcaf2674f757a2463eba-Paper.pdf 161.7 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/04_course-resources/01_references_86df7dcfd896fcaf2674f757a2463eba-Paper.pdf 161.7 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/05_validating-data/03_week-1-optional-references_86df7dcfd896fcaf2674f757a2463eba-Paper.pdf 161.7 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/04_course-resources/01_course-2-optional-references_86df7dcfd896fcaf2674f757a2463eba-Paper.pdf 161.7 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/05_ungraded-lab-deploy-a-ml-model-with-fastapi-and-docker_README.md 160.2 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/02_scaling-infrastructure/03_explore-kubernetes-and-kubeflow_instructions.html 139.7 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/02_quantization-and-pruning/07_pruning_lecun-90b.pdf 117.9 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_lecun-90b.pdf 117.9 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_plot_partial_dependence.html 116.1 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_decomposition.html 106.3 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/02_knowledge-distillation/05_knowledge-distillation_1503.02531.pdf 104.1 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_1503.02531.pdf 104.1 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/06_assignment/01_partial-grading-for-assignments_instructions.html 101.4 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_xai_survey_paper_2017.pdf 89.3 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/03_tensorflow-model-analysis_introducing-tensorflow-model-analysis.html 86.1 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_introducing-tensorflow-model-analysis.html 86.1 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_quantization-aware-training-with-tensorflow-model-optimization-toolkit.html 83.7 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/06_batch-processing-with-etl/02_ungraded-lab-optional-machine-learning-with-apache-beam-and-tensorflow_C4_W2_Lab_4_Apache_Beam_and_Tensorflow.ipynb 74.8 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/04_ungraded-lab-intro-to-kubeflow-pipelines_C4_W3_Lab_1_Kubeflow_Pipelines.ipynb 74.8 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/11_ungraded-lab-algorithmic-dimensionality-reduction_C3_W2_Lab_2_Algorithmic_Dimensionality.ipynb 74.8 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/02_quantization-and-pruning/08_ungraded-lab-quantization-and-pruning_C3_W2_Lab_3_Quantization_and_Pruning.ipynb 74.8 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/01_high-performance-modeling/02_ungraded-lab-distributed-strategies-with-tf-and-keras_C3_W3_Lab_1_Distributed_Training.ipynb 74.8 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/02_knowledge-distillation/03_ungraded-lab-knowledge-distillation_C3_W3_Lab_2_Knowledge_Distillation.ipynb 74.8 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/05_ungraded-lab-permutation-feature-importance_C3_W5_Lab_2_Permutation_Importance.ipynb 74.7 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/02_hyperparameter-tuning-searching-for-the-best-architecture/03_ungraded-lab-intro-to-keras-tuner_C3_W1_Lab_1_Keras_Tuner.ipynb 74.7 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/06_ungraded-lab-manual-feature-engineering_C3_W2_Lab_1_Manual_Dimensionality.ipynb 74.7 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/08_ungraded-lab-shapley-values_C3_W5_Lab_1_Shap_Values.ipynb 74.7 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/04_installing-tensorflow-serving/03_ungraded-lab-serve-a-model-with-tensorflow-serving_C4_W1_Lab_3_TFS.ipynb 74.7 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/08_sensitivity-analysis-and-adversarial-attacks_adversarial_fgsm.ipynb 74.7 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/08_week-2-optional-references_2004.07213v2 53.3 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/04_course-resources/01_references_2004.07213v2 53.3 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/06_week-1-optional-references_2010.02013 49.3 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/04_course-resources/01_references_2010.02013 49.3 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/05_validating-data/03_week-1-optional-references_2010.02013 49.3 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/04_course-resources/01_course-2-optional-references_2010.02013 49.3 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_2010.02013 49.3 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/09_understanding-model-predictions_1905.04610 48.2 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/01_high-performance-modeling/05_high-performance-modeling_1811.06965 47.7 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_1811.06965 47.7 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_1911.04252 47.4 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/02_quantization-and-pruning/07_pruning_1803.03635 47.3 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_1803.03635 47.3 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_1511.04508 47.3 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/06_week-1-optional-references_2011.09926 46.4 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/04_course-resources/01_references_2011.09926 46.4 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/05_validating-data/03_week-1-optional-references_2011.09926 46.4 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/04_course-resources/01_course-2-optional-references_2011.09926 46.4 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_2011.09926 46.4 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/04_permutation-feature-importance_1801.01489 46.3 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_1801.01489 46.3 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/02_quantization-and-pruning/05_quantization_1712.05877 46.0 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_1712.05877 46.0 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/03_automl/04_neural-architecture-search_1603.01670 45.6 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_1603.01670 45.6 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_1910.08381 45.6 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/08_week-2-optional-references_1912.02292 45.4 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/04_course-resources/01_references_1912.02292 45.4 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/01_high-performance-modeling/05_high-performance-modeling_1806.03377 45.0 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_1806.03377 45.0 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/05_course-resources/01_course-4-optional-references_1704.04861 45.0 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_1409.4842 44.6 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/08_sensitivity-analysis-and-adversarial-attacks_1412.6572 43.7 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_plot_ica_vs_pca.html 36.9 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/03_preprocessing-different-data-types-optional/03_week-4-optional-references_dataset.php 26.7 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/04_course-resources/01_course-2-optional-references_dataset.php 26.7 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/03_continuous-evaluation-and-monitoring/01_continuous-evaluation-and-monitoring.en.srt 23.4 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/01_key-challenges.en.srt 23.0 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/03_scoping-optional/03_diligence-on-feasibility-and-value.en.srt 22.3 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/01_high-performance-modeling/04_training-large-models-the-rise-of-giant-neural-nets-and-parallelism.en.srt 20.6 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/02_feature-transformation-at-scale/02_tensorflow-transform.en.srt 20.5 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/03_preprocessing-different-data-types-optional/03_week-4-optional-references_cifar.html 19.8 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/04_course-resources/01_course-2-optional-references_cifar.html 19.8 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/04_course-resources/01_course-3-optional-references_instructions.html 19.7 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/02_quantization-and-pruning/06_pruning.en.srt 18.9 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/02_scaling-infrastructure/01_scaling-infrastructure.en.srt 18.7 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/02_label-and-organize-data/01_obtaining-data.en.srt 18.7 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/01_high-performance-modeling/03_high-performance-ingestion.en.srt 18.4 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/04_monitoring.en.srt 17.2 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/04_labeling-data/03_process-feedback-and-human-labeling.en.srt 16.8 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/03_why-low-average-error-isn-t-good-enough.en.srt 16.8 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/05_developing-components-for-an-orchestrated-workflow.en.srt 16.8 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/02_error-analysis-and-performance-auditing/03_skewed-datasets.en.srt 16.5 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/02_mlops-levels-1-2.en.srt 16.5 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/03_deployment-patterns.en.srt 16.4 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/02_interpretability/02_intrinsically-interpretable-models.en.srt 16.4 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/02_introduction-to-machine-learning-engineering-in-production/01_overview.en.srt 15.9 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/02_the-machine-learning-project-lifecycle/03_case-study-speech-recognition.en.srt 15.7 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/02_feature-transformation-at-scale/01_preprocessing-data-at-scale.en.srt 15.7 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/05_course-resources/01_course-4-optional-references_BlueGreenDeployment.html 15.2 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/01_feature-engineering/03_feature-engineering-techniques.en.srt 15.2 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/02_interpretability/01_model-interpretation-methods.en.srt 14.7 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/02_label-and-organize-data/03_meta-data-data-provenance-and-lineage.en.srt 14.4 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/03_major-types-of-data-problems.en.srt 14.3 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/03_data-augmentation.en.srt 14.1 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/05_improving-label-consistency.en.srt 14.0 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/03_collecting-data/03_responsible-data-security-privacy-fairness.en.srt 13.9 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/01_high-performance-modeling/01_distributed-training.en.srt 13.9 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/03_gdpr-and-privacy/03_legal-requirements-for-secure-and-private-ai.en.srt 13.8 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/02_knowledge-distillation/02_knowledge-distillation-techniques.en.srt 13.6 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/02_the-machine-learning-project-lifecycle/01_welcome.en.srt 13.6 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/02_quantization-and-pruning/02_benefits-and-process-of-quantization.en.srt 13.5 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/01_ml-experiments-management-and-workflow-automation/01_experiment-tracking.en.srt 13.3 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/05_course-resources/01_course-4-optional-references_install.html 13.2 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/01_ml-experiments-management-and-workflow-automation/04_introduction-to-mlops.en.srt 13.1 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/07_raising-hlp.en.srt 13.0 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/06_human-level-performance-hlp.en.srt 13.0 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/03_automl/06_automl-on-the-cloud.en.srt 12.9 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/05_pipeline-monitoring.en.srt 12.9 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/02_more-label-ambiguity-examples.en.srt 12.8 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/04_establish-a-baseline.en.srt 12.7 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/03_collecting-data/02_example-application-suggesting-runs.en.srt 12.7 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/02_curse-of-dimensionality.en.srt 12.6 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/03_gdpr-and-privacy/06_right-to-be-forgotten.en.srt 12.5 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/03_continuous-evaluation-and-monitoring/01_continuous-evaluation-and-monitoring.en.txt 12.5 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/06_sensitivity-analysis-and-adversarial-attacks.en.srt 12.4 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/01_key-challenges.en.txt 12.0 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/03_model-management-and-deployment-infrastructure/07_progressive-delivery.en.srt 12.0 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/01_model-analysis-overview/01_model-performance-analysis.en.srt 11.9 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/02_quantization-and-pruning/01_mobile-iot-and-similar-use-cases.en.srt 11.9 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/03_scoping-optional/06_week-3-optional-references_DLDL.html 11.8 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/04_course-resources/01_references_DLDL.html 11.8 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/03_scoping-optional/03_diligence-on-feasibility-and-value.en.txt 11.6 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/05_adding-features.en.srt 11.3 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/04_installing-tensorflow-serving/01_installing-tensorflow-serving.en.srt 11.3 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/03_preprocessing-different-data-types-optional/01_time-series.en.srt 11.3 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/02_error-analysis-and-performance-auditing/01_error-analysis-example.en.srt 11.2 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/08_principal-components-analysis.en.srt 11.2 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/01_a-conversation-with-andrew-ng-robert-crowe-and-laurence-moroney/01_specialization-overview.en.srt 11.2 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/03_model-management-and-deployment-infrastructure/01_managing-model-versions.en.srt 11.2 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/02_introduction-to-model-serving/01_introduction-to-model-serving.en.srt 11.1 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/04_labeling-data/01_case-study-degraded-model-performance.en.srt 11.1 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/01_a-conversation-with-andrew-ng-robert-crowe-and-laurence-moroney/01_specialization-overview.en.srt 11.0 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/03_scoping-optional/04_diligence-on-value.en.srt 11.0 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/03_collecting-data/01_importance-of-data.en.srt 10.9 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/05_developing-components-for-an-orchestrated-workflow.en.txt 10.9 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/01_high-performance-modeling/04_training-large-models-the-rise-of-giant-neural-nets-and-parallelism.en.txt 10.8 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/05_course-resources/01_course-4-optional-references_instructions.html 10.8 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/02_knowledge-distillation/04_case-study-how-to-distill-knowledge-for-a-q-a-task.en.srt 10.8 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/02_feature-transformation-at-scale/02_tensorflow-transform.en.txt 10.7 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/04_small-data-and-label-consistency.en.srt 10.6 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/03_deployment-patterns.en.txt 10.6 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/05_validating-data/01_detecting-data-issues.en.srt 10.6 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/02_mlops-levels-1-2.en.txt 10.6 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/05_tips-for-getting-started.en.srt 10.3 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/01_data-journey-and-data-storage/02_introduction-to-ml-metadata.en.srt 10.3 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/02_error-analysis-and-performance-auditing/04_performance-auditing.en.srt 10.1 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/02_quantization-and-pruning/06_pruning.en.txt 10.0 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/05_batch-inference-scenarios/01_batch-inference-scenarios.en.srt 10.0 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/02_scaling-infrastructure/01_scaling-infrastructure.en.txt 10.0 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/01_dimensionality-effect-on-performance.en.srt 10.0 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/02_the-machine-learning-project-lifecycle/03_case-study-speech-recognition.en.txt 10.0 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/02_label-and-organize-data/01_obtaining-data.en.txt 10.0 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/02_feature-transformation-at-scale/01_preprocessing-data-at-scale.en.txt 9.9 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/01_ml-experiments-management-and-workflow-automation/02_tools-for-experiment-tracking.en.srt 9.8 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/01_explainable-ai/01_explainable-ai.en.srt 9.8 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/01_high-performance-modeling/03_high-performance-ingestion.en.txt 9.7 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/01_introduction-to-tensorflow-model-analysis.en.srt 9.7 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/02_introduction-to-machine-learning-engineering-in-production/02_ml-pipelines.en.srt 9.6 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/03_feature-selection/03_filter-methods.en.srt 9.6 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/01_data-journey-and-data-storage/01_data-journey.en.srt 9.6 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/03_model-servers-other-providers.en.srt 9.6 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/03_online-inference/01_online-inference.en.srt 9.5 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/03_improving-prediction-latency-and-reducing-resource-costs.en.srt 9.3 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/01_feature-engineering/02_preprocessing-operations.en.srt 9.3 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/03_model-management-and-deployment-infrastructure/04_continuous-delivery.en.srt 9.3 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/03_major-types-of-data-problems.en.txt 9.3 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/04_monitoring.en.txt 9.2 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/01_model-monitoring-and-logging/04_logging-for-ml-monitoring.en.srt 9.2 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/12_measuring-fairness.en.srt 9.1 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/02_feature-transformation-at-scale/03_hello-world-with-tf-transform.en.srt 9.1 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/06_shapley-values.en.srt 9.0 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/09_other-techniques.en.srt 8.9 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/02_error-analysis-and-performance-auditing/02_prioritizing-what-to-work-on.en.srt 8.9 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/03_scoping-optional/02_scoping-process.en.srt 8.9 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/05_manual-dimensionality-reduction-case-study.en.srt 8.9 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/04_labeling-data/03_process-feedback-and-human-labeling.en.txt 8.9 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/03_why-low-average-error-isn-t-good-enough.en.txt 8.9 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/02_model-decay/03_ways-to-mitigate-model-decay.en.srt 8.9 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/04_course-resources/01_course-2-optional-references_instructions.html 8.8 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/02_error-analysis-and-performance-auditing/03_skewed-datasets.en.txt 8.8 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/02_interpretability/02_intrinsically-interpretable-models.en.txt 8.7 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/03_collecting-data/03_responsible-data-security-privacy-fairness.en.txt 8.7 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/05_validating-data/02_tensorflow-data-validation.en.srt 8.6 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/01_high-performance-modeling/01_distributed-training.en.txt 8.6 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/02_the-machine-learning-project-lifecycle/01_welcome.en.txt 8.6 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/02_label-and-organize-data/02_data-pipeline.en.srt 8.6 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/04_labeling-data/02_data-and-concept-change-in-production-ml.en.srt 8.5 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/03_enterprise-data-storage/01_feature-stores.en.srt 8.5 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/01_ml-experiments-management-and-workflow-automation/04_introduction-to-mlops.en.txt 8.5 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/13_ai-explanations.en.srt 8.5 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/02_introduction-to-machine-learning-engineering-in-production/01_overview.en.txt 8.4 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/01_mlops-level-0.en.srt 8.3 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/01_introduction-to-model-serving-infrastructure.en.srt 8.2 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/06_human-level-performance-hlp.en.txt 8.2 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/05_pipeline-monitoring.en.txt 8.2 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/01_model-monitoring-and-logging/01_why-monitoring-matters.en.srt 8.1 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/01_feature-engineering/03_feature-engineering-techniques.en.txt 7.9 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/02_curse-of-dimensionality.en.txt 7.9 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/06_sensitivity-analysis-and-adversarial-attacks.en.txt 7.9 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/02_interpretability/01_model-interpretation-methods.en.txt 7.9 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/03_feature-selection/04_wrapper-methods.en.srt 7.8 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/02_quantization-and-pruning/03_post-training-quantization.en.srt 7.8 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/02_label-and-organize-data/03_meta-data-data-provenance-and-lineage.en.txt 7.6 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/05_improving-label-consistency.en.txt 7.5 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/01_model-monitoring-and-logging/02_observability-in-ml.en.srt 7.4 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/06_experiment-tracking.en.srt 7.4 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/05_adding-features.en.txt 7.4 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/03_data-augmentation.en.txt 7.4 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/02_hyperparameter-tuning-searching-for-the-best-architecture/02_keras-autotuner-demo.en.srt 7.4 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/01_why-is-data-definition-hard.en.srt 7.4 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/02_a-useful-picture-of-data-augmentation.en.srt 7.3 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/01_feature-engineering/01_introduction-to-preprocessing.en.srt 7.3 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/01_advanced-labeling-optional/02_active-learning.en.srt 7.3 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/04_can-adding-data-hurt.en.srt 7.3 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/03_automl/01_intro-to-automl.en.srt 7.2 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/02_partial-dependence-plots.en.srt 7.2 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/03_gdpr-and-privacy/03_legal-requirements-for-secure-and-private-ai.en.txt 7.2 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/02_knowledge-distillation/02_knowledge-distillation-techniques.en.txt 7.2 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/02_quantization-and-pruning/02_benefits-and-process-of-quantization.en.txt 7.1 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/03_feature-selection/05_embedded-methods.en.srt 7.1 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/02_evolving-data/01_schema-development.en.srt 7.1 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/02_error-analysis-and-performance-auditing/01_error-analysis-example.en.txt 7.1 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/04_manual-dimensionality-reduction.en.srt 7.1 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/01_advanced-labeling-optional/01_semi-supervised-learning.en.srt 7.0 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/03_preprocessing-different-data-types-optional/01_time-series.en.txt 7.0 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/03_collecting-data/01_importance-of-data.en.txt 7.0 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/01_ml-experiments-management-and-workflow-automation/01_experiment-tracking.en.txt 7.0 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/11_fairness.en.srt 7.0 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/02_deployment-options.en.srt 7.0 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/07_raising-hlp.en.txt 7.0 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/01_data-journey-and-data-storage/03_ml-metadata-in-action.en.srt 6.9 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/01_advanced-labeling-optional/03_weak-supervision.en.srt 6.9 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/03_automl/06_automl-on-the-cloud.en.txt 6.9 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/01_model-serving-architecture.en.srt 6.8 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/02_more-label-ambiguity-examples.en.txt 6.8 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/04_labeling-data/01_case-study-degraded-model-performance.en.txt 6.8 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/02_quantization-and-pruning/04_quantization-aware-training.en.srt 6.7 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/04_establish-a-baseline.en.txt 6.7 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/02_knowledge-distillation/04_case-study-how-to-distill-knowledge-for-a-q-a-task.en.txt 6.7 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/04_small-data-and-label-consistency.en.txt 6.7 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/02_key-challenges.en.srt 6.6 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/03_gdpr-and-privacy/06_right-to-be-forgotten.en.txt 6.6 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/03_collecting-data/02_example-application-suggesting-runs.en.txt 6.6 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/03_feature-selection/01_feature-spaces.en.srt 6.6 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/04_data-preprocessing/01_data-preprocessing.en.srt 6.5 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/02_error-analysis-and-performance-auditing/04_performance-auditing.en.txt 6.5 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/01_a-conversation-with-andrew-ng-robert-crowe-and-laurence-moroney/01_course-overview.en.srt 6.5 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/02_the-machine-learning-project-lifecycle/02_steps-of-an-ml-project.en.srt 6.4 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/01_dimensionality-effect-on-performance.en.txt 6.4 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/04_graded-assessment/01_modeling-challenges_exam.html 6.4 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/01_data-journey-and-data-storage/02_introduction-to-ml-metadata.en.txt 6.4 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/01_ml-experiments-management-and-workflow-automation/02_tools-for-experiment-tracking.en.txt 6.3 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/02_quantization-and-pruning/01_mobile-iot-and-similar-use-cases.en.txt 6.3 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/03_model-management-and-deployment-infrastructure/07_progressive-delivery.en.txt 6.2 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/03_gdpr-and-privacy/01_responsible-ai.en.srt 6.2 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/01_model-analysis-overview/01_model-performance-analysis.en.txt 6.2 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/03_online-inference/01_online-inference.en.txt 6.2 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/03_scoping-optional/07_scoping-optional_quiz.html 6.1 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/10_model-remediation.en.srt 6.1 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/02_evolving-data/02_schema-environments.en.srt 6.1 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/03_automl/03_search-strategies.en.srt 6.0 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/04_installing-tensorflow-serving/01_installing-tensorflow-serving.en.txt 6.0 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/03_model-management-and-deployment-infrastructure/01_managing-model-versions.en.txt 5.9 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/03_model-management-and-deployment-infrastructure/04_continuous-delivery.en.txt 5.9 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/08_principal-components-analysis.en.txt 5.9 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/01_a-conversation-with-andrew-ng-robert-crowe-and-laurence-moroney/01_specialization-overview.en.txt 5.9 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/01_a-conversation-with-andrew-ng-robert-crowe-and-laurence-moroney/01_specialization-overview.en.txt 5.8 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/04_graded-assessment/01_deployment_exam.html 5.8 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/01_model-monitoring-and-logging/04_logging-for-ml-monitoring.en.txt 5.8 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/02_tfma-in-practice.en.srt 5.8 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/03_scoping-optional/04_diligence-on-value.en.txt 5.8 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/02_introduction-to-model-serving/01_introduction-to-model-serving.en.txt 5.8 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/06_shapley-values.en.txt 5.8 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/03_scoping-optional/02_scoping-process.en.txt 5.7 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/03_feature-selection/02_feature-selection.en.srt 5.7 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/02_feature-transformation-at-scale/03_hello-world-with-tf-transform.en.txt 5.7 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/09_other-techniques.en.txt 5.6 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/05_manual-dimensionality-reduction-case-study.en.txt 5.6 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/02_data-augmentation-optional/01_data-augmentation.en.srt 5.6 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/05_validating-data/01_detecting-data-issues.en.txt 5.6 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/06_batch-processing-with-etl/01_batch-processing-with-etl.en.srt 5.6 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/02_model-servers-tensorflow-serving.en.srt 5.6 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/03_curse-of-dimensionality-an-example.en.srt 5.5 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/02_hyperparameter-tuning-searching-for-the-best-architecture/01_hyperparameter-tuning.en.srt 5.5 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/01_model-monitoring-and-logging/03_monitoring-targets-in-ml.en.srt 5.5 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/03_enterprise-data-storage/02_data-warehouse.en.srt 5.5 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/05_tips-for-getting-started.en.txt 5.4 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/02_model-decay/01_what-is-model-decay.en.srt 5.3 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/05_batch-inference-scenarios/01_batch-inference-scenarios.en.txt 5.3 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/03_enterprise-data-storage/01_feature-stores.en.txt 5.3 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/01_model-monitoring-and-logging/01_why-monitoring-matters.en.txt 5.2 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/01_introduction-to-model-serving-infrastructure.en.txt 5.2 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/01_introduction-to-tensorflow-model-analysis.en.txt 5.2 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/01_data-journey-and-data-storage/01_data-journey.en.txt 5.2 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/02_label-and-organize-data/04_balanced-train-dev-test-splits.en.srt 5.2 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/04_course-resources/01_references_instructions.html 5.1 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/03_permutation-feature-importance.en.srt 5.1 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/01_explainable-ai/01_explainable-ai.en.txt 5.1 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/03_model-servers-other-providers.en.txt 5.1 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/01_feature-engineering/04_feature-crosses.en.srt 5.0 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/02_introduction-to-machine-learning-engineering-in-production/02_ml-pipelines.en.txt 5.0 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/03_feature-selection/03_filter-methods.en.txt 5.0 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/03_improving-prediction-latency-and-reducing-resource-costs.en.txt 5.0 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/06_selecting-and-training-a-model_exam.html 5.0 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/05_acknowledgements/01_acknowledegements_instructions.html 4.9 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/01_feature-engineering/02_preprocessing-operations.en.txt 4.9 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/07_adversarial-attack-demo.en.srt 4.9 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/02_knowledge-distillation/01_teacher-and-student-networks.en.srt 4.9 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/04_model-debugging-overview.en.srt 4.9 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/12_measuring-fairness.en.txt 4.8 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/03_automl/05_measuring-automl-efficacy.en.srt 4.8 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/02_error-analysis-and-performance-auditing/02_prioritizing-what-to-work-on.en.txt 4.8 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/02_the-machine-learning-project-lifecycle_exam.html 4.7 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/02_the-machine-learning-project-lifecycle/04_course-outline.en.srt 4.7 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/01_modeling-overview.en.srt 4.7 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/01_feature-engineering/01_introduction-to-preprocessing.en.txt 4.7 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/04_can-adding-data-hurt.en.txt 4.7 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/02_a-useful-picture-of-data-augmentation.en.txt 4.7 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/02_model-decay/03_ways-to-mitigate-model-decay.en.txt 4.6 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/03_automl/01_intro-to-automl.en.txt 4.6 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/04_manual-dimensionality-reduction.en.txt 4.6 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/05_validating-data/02_tensorflow-data-validation.en.txt 4.6 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/04_labeling-data/02_data-and-concept-change-in-production-ml.en.txt 4.6 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/02_label-and-organize-data/02_data-pipeline.en.txt 4.6 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/02_partial-dependence-plots.en.txt 4.5 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/02_hyperparameter-tuning-searching-for-the-best-architecture/02_keras-autotuner-demo.en.txt 4.5 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/13_ai-explanations.en.txt 4.5 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/03_gdpr-and-privacy/05_anonymization-and-pseudonymisation.en.srt 4.5 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/03_feature-selection/05_embedded-methods.en.txt 4.4 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/01_model-serving-architecture.en.txt 4.4 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/01_mlops-level-0.en.txt 4.4 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/01_advanced-labeling-optional/03_weak-supervision.en.txt 4.4 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/02_key-challenges.en.txt 4.4 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/07_from-big-data-to-good-data.en.srt 4.3 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/04_data-preprocessing/01_data-preprocessing.en.txt 4.3 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/03_scoping-optional/05_milestones-and-resourcing.en.srt 4.3 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/07_shapley-additive-explanations-shap.en.srt 4.2 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/03_feature-selection/04_wrapper-methods.en.txt 4.2 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/10_testing-concept-activation-vectors.en.srt 4.1 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/01_a-conversation-with-andrew-ng-robert-crowe-and-laurence-moroney/01_course-overview.en.txt 4.1 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/02_quantization-and-pruning/03_post-training-quantization.en.txt 4.1 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/04_creating-and-deploying-models-to-ai-prediction-platform.en.srt 4.1 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/05_acknowledgements/01_acknowledgments_instructions.html 4.1 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/03_feature-selection/01_feature-spaces.en.txt 4.0 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/01_data-centric-ai-development.en.srt 4.0 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/05_acknowledgments/01_acknowledgements_instructions.html 4.0 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/03_gdpr-and-privacy/01_responsible-ai.en.txt 4.0 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/01_model-monitoring-and-logging/02_observability-in-ml.en.txt 3.9 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/06_experiment-tracking.en.txt 3.9 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/07_algorithmic-dimensionality-reduction.en.srt 3.9 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/01_a-conversation-with-andrew-ng-robert-crowe-and-laurence-moroney/01_course-overview.en.srt 3.9 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/01_define-data-and-establish-baseline/01_why-is-data-definition-hard.en.txt 3.9 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/03_preprocessing-different-data-types-optional/02_sensors-and-signals.en.srt 3.9 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/10_model-remediation.en.txt 3.9 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/01_model-monitoring-and-logging/05_tracing-for-ml-systems.en.srt 3.9 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/02_model-decay/02_model-decay-detection.en.srt 3.9 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/01_advanced-labeling-optional/02_active-learning.en.txt 3.8 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/01_a-conversation-with-andrew-ng-robert-crowe-and-laurence-moroney/02_course-overview.en.srt 3.8 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/03_automl/03_search-strategies.en.txt 3.8 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/01_advanced-labeling-optional/01_semi-supervised-learning.en.txt 3.8 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/05_validating-data/04_optional-downloading-your-notebook-and-refreshing-your-workspace_instructions.html 3.7 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/11_fairness.en.txt 3.7 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/02_evolving-data/01_schema-development.en.txt 3.7 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/02_deployment-options.en.txt 3.7 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/01_data-journey-and-data-storage/03_ml-metadata-in-action.en.txt 3.7 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/03_enterprise-data-storage/03_data-lakes.en.srt 3.6 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/05_validating-data/03_week-1-optional-references_instructions.html 3.6 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/02_data-augmentation-optional/01_data-augmentation.en.txt 3.6 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/02_model-servers-tensorflow-serving.en.txt 3.6 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/03_feature-selection/02_feature-selection.en.txt 3.6 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/01_model-monitoring-and-logging/03_monitoring-targets-in-ml.en.txt 3.6 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/02_quantization-and-pruning/04_quantization-aware-training.en.txt 3.6 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/03_curse-of-dimensionality-an-example.en.txt 3.5 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/03_scoping-optional/01_what-is-scoping.en.srt 3.4 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/02_the-machine-learning-project-lifecycle/02_steps-of-an-ml-project.en.txt 3.4 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/06_acknowledgments/01_acknowledgements_instructions.html 3.4 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/09_residual-analysis.en.srt 3.3 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/02_label-and-organize-data/04_balanced-train-dev-test-splits.en.txt 3.3 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/02_evolving-data/02_schema-environments.en.txt 3.2 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/03_enterprise-data-storage/04_week-3-optional-references_instructions.html 3.2 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/03_automl/05_measuring-automl-efficacy.en.txt 3.1 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/02_tfma-in-practice.en.txt 3.1 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/07_adversarial-attack-demo.en.txt 3.1 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/04_model-debugging-overview.en.txt 3.0 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/06_batch-processing-with-etl/01_batch-processing-with-etl.en.txt 3.0 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/03_enterprise-data-storage/02_data-warehouse.en.txt 2.9 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/02_hyperparameter-tuning-searching-for-the-best-architecture/01_hyperparameter-tuning.en.txt 2.9 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/03_gdpr-and-privacy/05_anonymization-and-pseudonymisation.en.txt 2.8 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/03_preprocessing-different-data-types-optional/03_week-4-optional-references_instructions.html 2.8 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/02_model-decay/01_what-is-model-decay.en.txt 2.8 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/03_permutation-feature-importance.en.txt 2.7 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/07_from-big-data-to-good-data.en.txt 2.7 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/07_shapley-additive-explanations-shap.en.txt 2.7 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/01_feature-engineering/04_feature-crosses.en.txt 2.7 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/10_testing-concept-activation-vectors.en.txt 2.7 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/03_deployment/06_week-1-optional-references_instructions.html 2.6 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/04_creating-and-deploying-models-to-ai-prediction-platform.en.txt 2.6 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/02_knowledge-distillation/01_teacher-and-student-networks.en.txt 2.6 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/04_week-4-optional-advanced-labeling-augmentation-and-data-preprocessing/03_preprocessing-different-data-types-optional/02_sensors-and-signals.en.txt 2.5 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/01_model-monitoring-and-logging/05_tracing-for-ml-systems.en.txt 2.5 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/02_scaling-infrastructure/02_learn-about-scaling-with-boy-bands_instructions.html 2.5 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/04_data-preprocessing/02_data-preprocessing_instructions.html 2.5 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/01_selecting-and-training-a-model/01_modeling-overview.en.txt 2.5 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/03_feature-selection/06_week-2-optional-references_instructions.html 2.5 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/02_the-machine-learning-project-lifecycle/04_course-outline.en.txt 2.4 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/02_introduction-to-model-serving/02_ungraded-labs-best-practices_instructions.html 2.4 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/01_model-agnostic-methods.en.srt 2.4 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/03_automl/02_understanding-search-spaces.en.srt 2.3 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/11_lime.en.srt 2.3 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/01_week-1-overview-of-the-ml-lifecycle-and-deployment/05_ungraded-lab/01_ungraded-lab-deploying-a-deep-learning-model-local-setup_instructions.html 2.2 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/03_scoping-optional/05_milestones-and-resourcing.en.txt 2.2 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/03_scoping-optional/01_what-is-scoping.en.txt 2.2 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/03_continuous-evaluation-and-monitoring/02_continuous-evaluation-and-monitoring_instructions.html 2.2 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/08_week-2-optional-references_instructions.html 2.2 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/03_introduction-to-model-serving-infrastructure/05_optional-build-train-and-deploy-an-xgboost-model-on-cloud-ai-platform_instructions.html 2.2 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/02_week-2-select-and-train-a-model/03_data-iteration/01_data-centric-ai-development.en.txt 2.2 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/09_residual-analysis.en.txt 2.2 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/01_a-conversation-with-andrew-ng-robert-crowe-and-laurence-moroney/01_course-overview.en.txt 2.1 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/05_benchmark-models.en.srt 2.1 KB
~Get Your Files Here !/introduction-to-machine-learning-in-production/03_week-3-data-definition-and-baseline/03_scoping-optional/06_week-3-optional-references_instructions.html 2.1 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/04_assignment-classify-images-of-clouds-in-the-cloud-with-automl-vision/01_assignment-setup.en.srt 2.0 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/01_week-1-collecting-labeling-and-validating-data/01_a-conversation-with-andrew-ng-robert-crowe-and-laurence-moroney/02_course-overview.en.txt 2.0 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/07_algorithmic-dimensionality-reduction.en.txt 2.0 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/02_model-decay/02_model-decay-detection.en.txt 2.0 KB
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/03_week-3-data-journey-and-data-storage/03_enterprise-data-storage/03_data-lakes.en.txt 2.0 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/13_model-remediation-and-fairness_instructions.html 2.0 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/02_hyperparameter-tuning-searching-for-the-best-architecture/03_ungraded-lab-intro-to-keras-tuner_instructions.html 2.0 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/03_automl/04_neural-architecture-search_instructions.html 1.9 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/11_ungraded-lab-algorithmic-dimensionality-reduction_instructions.html 1.8 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/08_sensitivity-analysis-and-adversarial-attacks_instructions.html 1.7 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/04_ungraded-lab-intro-to-kubeflow-pipelines_instructions.html 1.7 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/04_documentation-on-model-servers_instructions.html 1.7 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/01_high-performance-modeling/05_high-performance-modeling_instructions.html 1.7 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/06_acknowledgments/02_optional-opportunity-to-mentor-other-learners_instructions.html 1.7 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/02_introduction-to-model-serving/03_ungraded-lab-introduction-to-docker_instructions.html 1.7 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/06_ungraded-lab-manual-feature-engineering_instructions.html 1.6 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/02_quantization-and-pruning/05_quantization_instructions.html 1.6 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/06_batch-processing-with-etl/02_ungraded-lab-optional-machine-learning-with-apache-beam-and-tensorflow_instructions.html 1.6 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/01_high-performance-modeling/02_ungraded-lab-distributed-strategies-with-tf-and-keras_instructions.html 1.6 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/02_interpretability/03_interpretability_instructions.html 1.6 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/01_dimensionality-reduction/10_dimensionality-reduction-techniques_instructions.html 1.6 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/03_automl/07_automl_instructions.html 1.6 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/02_quantization-and-pruning/08_ungraded-lab-quantization-and-pruning_instructions.html 1.5 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/09_understanding-model-predictions_instructions.html 1.5 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/02_knowledge-distillation/03_ungraded-lab-knowledge-distillation_instructions.html 1.5 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/01_model-agnostic-methods.en.txt 1.5 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/08_ungraded-lab-shapley-values_instructions.html 1.5 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/03_tensorflow-model-analysis_instructions.html 1.5 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/04_specialization-recap-and-farewell/01_specialization-recap-and-farewell.en.srt 1.5 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/03_automl/02_understanding-search-spaces.en.txt 1.5 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/01_ml-experiments-management-and-workflow-automation/03_experiment-tracking_instructions.html 1.4 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/03_week-3-high-performance-modeling/02_knowledge-distillation/05_knowledge-distillation_instructions.html 1.4 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/01_explainable-ai/02_explainable-ai_instructions.html 1.4 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/02_week-2-model-resource-management-techniques/02_quantization-and-pruning/07_pruning_instructions.html 1.4 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/03_model-management-and-deployment-infrastructure/05_ungraded-lab-ci-cd-pipelines-with-github-actions_instructions.html 1.3 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/12_tcav-and-lime_instructions.html 1.3 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/05_ungraded-lab-permutation-feature-importance_instructions.html 1.3 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/14_ai-explanations_instructions.html 1.3 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/01_model-serving-architecture/05_ungraded-lab-deploy-a-ml-model-with-fastapi-and-docker_instructions.html 1.3 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/03_model-management-and-deployment-infrastructure/02_ungraded-lab-model-versioning-with-tf-serving_instructions.html 1.3 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/02_week-2-model-serving-patterns-and-infrastructure/03_online-inference/02_ungraded-lab-latency-testing-with-docker-compose-and-locust_instructions.html 1.3 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/04_installing-tensorflow-serving/03_ungraded-lab-serve-a-model-with-tensorflow-serving_instructions.html 1.3 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/03_mlops-resources_instructions.html 1.3 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/01_week-1-model-serving-introduction/04_installing-tensorflow-serving/02_ungraded-lab-tensorflow-serving-with-docker_instructions.html 1.3 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/04_permutation-feature-importance_instructions.html 1.3 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/01_model-analysis-overview/02_tensorboard_instructions.html 1.2 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/03_gdpr-and-privacy/02_responsible-ai_instructions.html 1.2 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/05_week-5-interpretability/03_understanding-model-predictions/11_lime.en.txt 1.2 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/03_model-management-and-deployment-infrastructure/08_progressive-delivery_instructions.html 1.2 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/02_model-decay/04_addressing-model-decay_instructions.html 1.1 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/02_mlops-methodology/06_architecture-for-mlops-using-tfx-kubeflow-pipelines-and-cloud-build_instructions.html 1.1 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/03_gdpr-and-privacy/04_gdpr-and-ccpa_instructions.html 1.1 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/01_model-monitoring-and-logging/06_monitoring-machine-learning-models-in-production_instructions.html 1.1 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/03_model-management-and-deployment-infrastructure/03_ml-model-management_instructions.html 1.1 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/04_week-4-model-analysis/02_advanced-model-analysis-and-debugging/05_benchmark-models.en.txt 1.1 KB
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/04_assignment-classify-images-of-clouds-in-the-cloud-with-automl-vision/01_assignment-setup.en.txt 1.1 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/03_week-3-model-management-and-delivery/03_model-management-and-deployment-infrastructure/06_continuous-delivery_instructions.html 1.0 KB
~Get Your Files Here !/deploying-machine-learning-models-in-production/04_week-4-model-monitoring-and-logging/04_specialization-recap-and-farewell/01_specialization-recap-and-farewell.en.txt 963 bytes
~Get Your Files Here !/machine-learning-data-lifecycle-in-production/02_week-2-feature-engineering-transformation-and-selection/03_feature-selection/06_week-2-optional-references_shampoo.csv 519 bytes
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/04_assignment-classify-images-of-clouds-in-the-cloud-with-automl-vision/02_week-1-wrap-up.en.srt 485 bytes
~Get Your Files Here !/Bonus Resources.txt 386 bytes
~Get Your Files Here !/machine-learning-modeling-pipelines-in-production/01_week-1-neural-architecture-search/04_assignment-classify-images-of-clouds-in-the-cloud-with-automl-vision/02_week-1-wrap-up.en.txt 255 bytes
Get Bonus Downloads Here.url 183 bytes

[ FreeCourseWeb.com ] Coursera - Machine Learning Engineering for Production (MLOps) Specialization

File List

Download Torrent

Related Resources

Copyright Infringement