Udemy - LLM Engineering Master AI, Large Language Models & Agents

Creation Time	Feb. 4, 2025, 9:27 p.m.
Last Access Time	April 4, 2025, 1:59 p.m.
File Size	11.7 GB
Keywords	Language AI - Udemy Large Models Engineering Master LLM Agents
Total Requests	138
Total Files	450
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05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/08. Day 3 - Visualizing Embeddings Exploring Multi-Dimensional Space with t-SNE.mp4 255.8 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/14. Day 3 - Baseline Models in ML Implementing Simple Prediction Functions.mp4 235.8 MB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/07. Day 2 - Hugging Face Pipelines Simplifying AI Tasks with Transformers Library.mp4 169.7 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/03. Day 1 - Data Curation Techniques for Fine-Tuning LLMs on Product Descriptions.mp4 168.2 MB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/02. Day 1 - Exploring HuggingFace Hub Models, Datasets & Spaces for AI Developers.mp4 164.4 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/27. Day 5 - How to Prepare JSONL Files for Fine-Tuning Large Language Models (LLMs).mp4 163.5 MB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/02. Day 1 - Building a DIY RAG System Implementing Retrieval-Augmented Generation.mp4 160.2 MB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/05. Day 2 - LangChain Text Splitter Tutorial Optimizing Chunks for RAG Systems.mp4 155.5 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/18. Day 3 - Structured Outputs in AI Implementing GPT-4 for Detailed Deal Selection.mp4 154.9 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/05. Day 1 - Building a Serverless AI Pricing API Step-by-Step Guide with Modal.mp4 147.5 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/14. Day 1 - Implementing Text Summarization Using OpenAI's GPT-4 and Beautiful Soup.mp4 139.9 MB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/01. Day 1 - How to Choose the Right LLM Comparing Open and Closed Source Models.mp4 138.5 MB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/19. Day 5 - Multimodal AI Integrating DALL-E 3 Image Generation in JupyterLab.mp4 136.5 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/09. Day 1 - Setting Up Anaconda for LLM Engineering Windows Installation Guide.mp4 135.5 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/40. Day 5 - Final Adjustments Optimizing Markdown and Streaming in JupyterLab.mp4 135.3 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/24. Day 4 - Comparing GPT-4 and Claude Model Performance in Price Prediction Tasks.mp4 132.0 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/32. Day 5 - Fine-Tuning Frontier LLMs Challenges & Best Practices for Optimization.mp4 127.6 MB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/26. Day 5 - Evaluating LLM Performance Model-Centric vs Business-Centric Metrics.mp4 122.0 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/39. Day 5 - Creating and Formatting Responses for Brochure Content.mp4 120.8 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/24. Day 4 - Building an Agent Framework Connecting LLMs and Python Code.mp4 118.5 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/04. Day 1 - Optimizing Training Data Scrubbing Techniques for LLM Fine-Tuning.mp4 116.6 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/23. Day 4 - GPT-4o Mini Frontier AI Model Evaluation for Price Estimation Tasks.mp4 115.1 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/22. Day 4 - Human vs AI Evaluating Price Prediction Performance in Frontier Models.mp4 115.0 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/21. Day 4 - The 5 Hallmarks of Agentic AI Autonomy, Planning, and Memory.mp4 114.9 MB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/18. Day 5 - Using Hugging Face & OpenAI for AI-Powered Meeting Minutes Generation.mp4 108.1 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/30. Day 5 - Evaluating Fine-Tuned LLMs Metrics Analyzing Training & Validation Loss.mp4 107.4 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/27. Day 5 - AI Agents with Gradio Advanced UI Techniques for Autonomous Systems.mp4 106.7 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/06. Day 2 - LLM Deployment Pipeline From Business Problem to Production Solution.mp4 100.6 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/16. Day 2 - Mastering LLM Engineering Key Skills and Tools for AI Development.mp4 99.7 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/14. Day 2 - Building an Ensemble Model Combining LLM, RAG, and Random Forest.mp4 99.3 MB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/06. Day 2 - Gradio Tutorial Create Interactive AI Interfaces for OpenAI GPT Models.mp4 96.4 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/38. Day 5 - Structured Outputs in LLMs Optimizing JSON Responses for AI Projects.mp4 96.4 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/11. Day 2 - Finalizing Dataset Curation Analyzing Price-Description Correlations.mp4 95.3 MB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/14. Day 4 - Using AI Tools with LLMs Enhancing Large Language Model Capabilities.mp4 93.5 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/33. Day 5 - Evaluation of our Proprietary, Fine-Tuned LLM against Business Metrics.mp4 93.5 MB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/24. Day 4 - Comparing Code Generation GPT-4, Claude, and CodeQuen LLMs.mp4 92.9 MB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/10. Day 3 - Tokenization Techniques in AI Using AutoTokenizer with LLAMA 3.1 Model.mp4 92.1 MB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/11. Day 3 - Comparing Tokenizers Llama, PHI-3, and QWEN2 for Open-Source AI Models.mp4 91.8 MB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/03. Day 1 - How to Create Adversarial AI Conversations Using OpenAI and Claude APIs.mp4 91.1 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/01. Day 1 - Fine-Tuning Large Language Models From Inference to Training.mp4 91.0 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/11. Day 1- Setting Up OpenAI API for LLM Development Keys, Pricing & Best Practices.mp4 89.9 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/15. Day 3 Feature Engineering Techniques for Amazon Product Price Prediction Models.mp4 89.5 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/10. Day 1 - Alternative Python Setup for LLM Projects Virtualenv vs. Anaconda Guide.mp4 88.6 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/11. Day 2 - Finding Similar Products Building a RAG Pipeline without LangChain.mp4 88.5 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/17. Day 3 - Scraping RSS Feeds Building an AI-Powered Deal Selection System.mp4 88.1 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/37. Day 5 - JupyterLab Tutorial Web Scraping for AI-Powered Company Brochures.mp4 87.0 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/07. Day 1 - Setting Up Your LLM Development Environment Tools and Best Practices.mp4 86.5 MB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/16. Day 5 - Debugging RAG Optimizing Context Retrieval in LangChain.mp4 86.4 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/09. Day 2 - Optimizing Large Datasets for Model Training Data Curation Strategies.mp4 82.8 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/18. Day 3 - Bag of Words NLP Implementing Count Vectorizer for Text Analysis in ML.mp4 82.4 MB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/02. Day 1 - Streaming AI Responses Implementing Real-Time LLM Output in Python.mp4 79.8 MB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/27. Day 5 - Mastering LLM Code Generation Advanced Challenges for Python Developers.mp4 78.4 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/31. Day 5 - AI Project Retrospective 8-Week Journey to Becoming an LLM Engineer.mp4 78.2 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/12. Day 2 - RAG Pipeline Implementation Enhancing LLMs with Retrieval Techniques.mp4 77.8 MB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/11. Day 4 - Mastering Retrieval-Augmented Generation Hands-On LLM Integration.mp4 77.4 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/13. Day 2 - Random Forest Regression Using Transformers & ML for Price Prediction.mp4 76.7 MB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/01. Day 1 - Hugging Face Tutorial Exploring Open-Source AI Models and Datasets.mp4 76.0 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/08. Day 2 - Building a Massive Chroma Vector Datastore for Advanced RAG Pipelines.mp4 75.9 MB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/08. Day 2 - Specialized LLM Leaderboards Finding the Best Model for Your Use Case.mp4 75.4 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/29. Day 5 - Fine-Tuning LLMs Track Training Loss & Progress with Weights & Biases.mp4 74.2 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/13. Day 1- Instant Gratification Project Creating an AI-Powered Web Page Summarizer.mp4 72.9 MB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/14. Day 4 - Hugging Face Transformers Loading & Quantizing LLMs with Bits & Bytes.mp4 72.7 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/26. Day 5 - Fine-Tuning LLMs with OpenAI Preparing Data, Training, and Evaluation.mp4 71.6 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/20. Day 3 - Configuring SFTTrainer for 4-Bit Quantized LoRA Fine-Tuning of LLMs.mp4 70.0 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/13. Day 2 - Optimizing LLM Performance Loading and Tokenizing Llama 3.1 Base Model.mp4 69.8 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/07. Day 2 - Prompting, RAG, and Fine-Tuning When to Use Each Approach.mp4 69.1 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/18. Day 2 - How to Use Ollama for Local LLM Inference Python Tutorial with Jupyter.mp4 68.3 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/30. Day 5 - Understanding Softmax and Cross-Entropy Loss in Model Training.mp4 68.0 MB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/17. Day 5 - Build Your Personal AI Knowledge Worker RAG for Productivity Boost.mp4 67.5 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/19. Day 3 - Setting Up the Training Process for Fine-Tuning.mp4 66.9 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/07. Day 2 - Implementing Agentic Workflows Frontier Models and Vector Stores in RAG.mp4 66.7 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/08. Day 1 - Mac Setup Guide Jupyter Lab and Conda for LLM Projects.mp4 65.5 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/28. Day 5 - Step-by-Step Guide Launching GPT Fine-Tuning Jobs with OpenAI API.mp4 65.1 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/13. Day 3 - Feature Engineering and Bag of Words Building ML Baselines for NLP.mp4 64.5 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/28. Day 4 - Revealing the Leadership Winner A Fun LLM Challenge.mp4 64.0 MB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/14. Day 5 - Switching Vector Stores FAISS vs Chroma in LangChain RAG Pipelines.mp4 63.3 MB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/11. Day 3 - Build a Conversational AI Chatbot with OpenAI & Gradio Step-by-Step.mp4 61.8 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/20. Day 3 - Frontier AI Models Comparing GPT-4, Claude, Gemini, and LLAMA.mp4 61.3 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/04. Day 1 - LLAMA on the Cloud Running Large Models Efficiently.mp4 61.2 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/10. Day 2 - How to Choose the Best Base Model for Fine-Tuning Large Language Models.mp4 60.7 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/19. Day 3 - Support Vector Regression vs Random Forest Machine Learning Face-Off.mp4 60.7 MB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/18. Day 5 - Multimodal AI Assistants Integrating Image and Sound Generation.mp4 60.4 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/17. Day 3 - Linear Regression for LLM Fine-Tuning Baseline Model Comparison.mp4 58.9 MB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/03. Day 1 - Limitations of LLM Benchmarks Overfitting and Training Data Leakage.mp4 58.7 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/26. Day 4 - Advanced Weights & Biases Tools and Model Saving on Hugging Face.mp4 56.5 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/25. Day 4 - Visualizing LLM Fine-Tuning Progress with Weights and Biases Charts.mp4 56.5 MB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/23. Day 4 - Integrating Open-Source Models with Frontier LLMs for Code Generation.mp4 56.0 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/02. Day 1 Building a Multi-Agent AI Architecture for Automated Deal Finding Systems.mp4 54.2 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/25. Day 4 - Completing Agentic Workflows Scaling for Business Applications.mp4 53.9 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/05. Day 1 - Evaluating LLM Performance Model-Centric vs Business-Centric Metrics.mp4 53.9 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/28. Day 5 - The Four Steps in LLM Training From Forward Pass to Optimization.mp4 53.6 MB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/15. Day 4 - Hugging Face Transformers Generating Jokes with Open-Source AI Models.mp4 53.4 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/16. Day 3 - Enhancing AI Agents with Structured Outputs Pydantic & BaseModel Guide.mp4 52.7 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/10. Day 2 - How to Create a Balanced Dataset for LLM Training Curation Techniques.mp4 52.2 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/16. Day 3 - Optimizing LLM Performance Advanced Feature Engineering Strategies.mp4 52.1 MB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/16. Day 4 - How to Equip LLMs with Custom Tools OpenAI Function Calling Tutorial.mp4 51.7 MB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/19. Day 5 - Build a Synthetic Test Data Generator Open-Source AI Model for Business.mp4 51.2 MB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/11. Day 2 - Commercial Applications of Large Language Models From Law to Education.mp4 49.6 MB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/04. Day 1 - Hugging Face Integration with Google Colab Secrets and API Keys Setup.mp4 49.4 MB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/07. Day 3 - Mastering Vector Embeddings OpenAI and Chroma for LLM Engineering.mp4 49.0 MB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/01. Day 1 - RAG Fundamentals Leveraging External Data to Improve LLM Responses.mp4 47.9 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/24. Day 4 - Efficient Fine-Tuning Using Smaller Datasets for QLoRA Training.mp4 47.8 MB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/05. Day 1 - HuggingFace OpenLLM Leaderboard Comparing Open-Source Language Models.mp4 46.1 MB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/09. Day 2 - LLAMA vs GPT-4 Benchmarking Large Language Models for Code Generation.mp4 44.2 MB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/21. Day 5 - How to Build a Multimodal AI Assistant Integrating Tools and Agents.mp4 44.0 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/14. Day 2 - Quantization Impact on LLMs Analyzing Performance Metrics and Errors.mp4 43.7 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/27. Day 3 - LLM Leadership Challenge Evaluating AI Models Through Creative Prompts.mp4 43.5 MB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/03. Day 1 - Understanding Vector Embeddings The Key to RAG and LLM Retrieval.mp4 43.5 MB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/07. Day 2 - Comparing LLMs Top 6 Leaderboards for Evaluating Language Models.mp4 43.3 MB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/09. Day 3 - Exploring Tokenizers in Open-Source AI Llama, Phi-2, Qwen, & Starcoder.mp4 42.5 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/05. Day 1 - Parameter-Efficient Fine-Tuning PEFT for LLMs with Hugging Face.mp4 42.4 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/01. Day 1 - From Fine-Tuning to Multi-Agent Systems Next-Level LLM Engineering.mp4 41.9 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/09. Day 2 - Visualizing Vector Spaces Advanced RAG Techniques for Data Exploration.mp4 41.4 MB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/10. Day 4 - Implementing RAG Pipeline LLM, Retriever, and Memory in LangChain.mp4 41.0 MB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/12. Day 3 - Enhancing Chatbots with Multi-Shot Prompting and Context Enrichment.mp4 40.6 MB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/20. Day 3 - Comparing GPT-4 and Claude for Code Generation Performance Benchmarks.mp4 40.5 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/23. Day 4 Implementing Agentic AI Creating a Planning Agent for Automated Workflows.mp4 40.4 MB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/14. Day 3 - Comparing Top LLMs for Code Generation GPT-4 vs Claude 3.5 Sonnet.mp4 39.9 MB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/08. Day 2 - Building a Multi-Model AI Chat Interface with Gradio GPT vs Claude.mp4 39.9 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/10. Day 2 - 3D Visualization Techniques for RAG Exploring Vector Embeddings.mp4 39.6 MB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/10. Day 3 - Building AI Chatbots Mastering Gradio for Customer Support Assistants.mp4 37.6 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/28. Day 5 - Finalizing the Gradio UI for Our Agentic AI Solution.mp4 37.3 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/22. Day 4 - Building an Agentic AI System Integrating Pushover for Notifications.mp4 36.8 MB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/17. Day 5 - Combining Frontier & Open-Source Models for Audio-to-Text Summarization.mp4 35.0 MB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/04. Day 1 - Evaluating Large Language Models 6 Next-Level Benchmarks Unveiled.mp4 34.2 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/01. Day 1 - Mastering Parameter-Efficient Fine-Tuning LoRa, QLoRA & Hyperparameters.mp4 33.7 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/11. Day 2 - Selecting the Best Base Model Analyzing HuggingFace's LLM Leaderboard.mp4 33.6 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/26. Day 3 - Evaluating Meta AI and Perplexity Nuances of Model Outputs.mp4 33.4 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/31. Day 4 - GPT Tokenization Explained How Large Language Models Process Text Input.mp4 33.1 MB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/06. Day 2 - Hugging Face Transformers Using Pipelines for AI Tasks in Python.mp4 32.8 MB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/19. Day 3 - Optimizing C++ Code Generation Comparing GPT and Claude Performance.mp4 32.5 MB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/01. Day 1 - Mastering Multiple AI APIs OpenAI, Claude, and Gemini for LLM Engineers.mp4 32.1 MB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/12. Day 2 - Comparing Frontier and Open-Source LLMs for Code Conversion Projects.mp4 31.8 MB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/15. Day 3 - Optimizing Python Code with Large Language Models GPT-4 vs Claude 3.5.mp4 31.6 MB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/22. Day 4 - How to Use HuggingFace Inference Endpoints for Code Generation Models.mp4 31.0 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/35. Day 5 - Hyperparameter Tuning for LLMs Improving Model Accuracy with PEFT.mp4 30.3 MB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/21. Day 4 - Open Source LLMs for Code Generation Hugging Face Endpoints Explored.mp4 30.1 MB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/13. Day 4 - Hugging Face Model Class Running Inference on Open-Source AI Models.mp4 29.6 MB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/13. Day 3 - Leveraging Frontier Models for High-Performance Code Generation in C++.mp4 29.0 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/08. Day 1 - Exploring PEFT Models The Role of LoRA Adapters in LLM Fine-Tuning.mp4 28.7 MB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/10. Day 2 - Human-Rated Language Models Understanding the LM Sys Chatbot Arena.mp4 28.7 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/34. Day 5 - Visualization of Results Did We Beat GPT-4.mp4 28.4 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/06. Day 1 - How to Quantize LLMs Reducing Model Size with 8-bit Precision.mp4 28.0 MB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/20. Day 5 - Build a Multimodal AI Agent Integrating Audio & Image Tools.mp4 27.4 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/05. Day 1 - Building LLM Applications Chatbots, RAG, and Agentic AI Projects.mp4 27.4 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/20. Day 3 - Comparing Traditional ML Models From Random to Random Forest.mp4 26.5 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/25. Day 4 - Frontier AI Capabilities LLMs Outperforming Traditional ML Models.mp4 26.0 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/36. Day 5 - Building AI-Powered Marketing Brochures with OpenAI API and Python.mp4 25.7 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/12. Day 2 - Exploring Tokenizers Comparing LLAMA, QWEN, and Other LLM Models.mp4 25.3 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/04. Day 1 - LLM Engineering Roadmap From Beginner to Master in 8 Weeks.mp4 24.9 MB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/04. Day 2 - Unveiling LangChain Simplify RAG Implementation for LLM Applications.mp4 24.6 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/24. Day 3 - Claude 3.5’s Alignment and Artifact Creation A Deep Dive.mp4 24.5 MB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/15. Day 4 - Building an AI Airline Assistant Implementing Tools with OpenAI GPT-4.mp4 24.1 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/03. Day 1 - QLoRA Quantization for Efficient Fine-Tuning of Large Language Models.mp4 23.9 MB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/16. Day 3 - Code Generation Pitfalls When Large Language Models Produce Errors.mp4 23.5 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/26. Day 5 - Autonomous AI Agents Building Intelligent Systems Without Human Input.mp4 23.4 MB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/05. Day 2 - Building AI UIs with Gradio Quick Prototyping for LLM Engineers.mp4 22.9 MB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/07. Day 2 - Implementing Streaming Responses with GPT and Claude in Gradio UI.mp4 22.5 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/21. Day 4 - Evaluating Frontier Models Comparing Performance to Baseline Frameworks.mp4 22.5 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/19. Day 3 - Optimizing AI Workflows Refining Prompts for Accurate Price Recognition.mp4 22.4 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/29. Day 5 Enhancing AI Agent UI Gradio Integration for Real-Time Log Visualization.mp4 22.1 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/15. Day 2 - Comparing LLMs GPT-4 vs LLAMA 3.1 in Parameter-Efficient Tuning.mp4 22.0 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/29. Day 5 - QLoRA Training Process Forward Pass, Backward Pass and Loss Calculation.mp4 21.9 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/16. Day 3 - QLoRA Hyperparameters Mastering Fine-Tuning for Large Language Models.mp4 21.6 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/34. Day 4 - Comparing LLM Context Windows GPT-4 vs Claude vs Gemini 1.5 Flash.mp4 21.2 MB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/02. Day 1 - Chinchilla Scaling Law Optimizing LLM Parameters and Training Data Size.mp4 21.1 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/31. Day 5 - Monitoring Fine-Tuning Weights & Biases for LLM Training Analysis.mp4 20.4 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/41. Day 5 - Mastering Multi-Shot Prompting Enhancing LLM Reliability in AI Projects.mp4 19.9 MB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/18. Day 3 - Building a Gradio UI for Code Generation with Large Language Models.mp4 19.3 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/17. Day 2 - Understanding Frontier Models GPT, Claude, and Open Source LLMs.mp4 19.2 MB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/09. Day 3 - Building RAG Pipelines From Vectors to Embeddings with LangChain.mp4 18.9 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/02. Day 1 - Finding and Crafting Datasets for LLM Fine-Tuning Sources & Techniques.mp4 18.9 MB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/17. Day 3 - Blazing Fast Code Generation How Claude Outperforms Python by 13,000x.mp4 18.3 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/23. Day 4 - Keeping Training Costs Low Efficient Fine-Tuning Strategies.mp4 18.3 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/15. Day 2 - Wrap-Up Finalizing Multi-Agent Systems and RAG Integration.mp4 17.6 MB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/12. Day 4 - Master RAG Pipeline Building Efficient RAG Systems.mp4 17.6 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/02. Day 1 - Introduction to LoRA Adaptors Low-Rank Adaptation Explained.mp4 17.1 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/03. Day 1 - Unveiling Modal Deploying Serverless Models to the Cloud.mp4 16.8 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/23. Day 3 - Creativity and Coding Leveraging GPT-4o’s Canvas Feature.mp4 16.7 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/25. Day 3 - AI Model Comparison Gemini vs Cohere for Whimsical and Analytical Tasks.mp4 16.4 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/33. Day 4 - Navigating AI Model Costs API Pricing vs. Chat Interface Subscriptions.mp4 16.3 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/06. Day 1 - Multiple Production Models Ahead Preparing for Advanced RAG Solutions.mp4 15.9 MB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/03. Day 1 - Intro to Google Colab Cloud Jupyter Notebooks for Machine Learning.mp4 15.5 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/32. Day 4 - How Context Windows Impact AI Language Models Token Limits Explained.mp4 15.3 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/21. Day 3 - Fine-Tuning LLMs Launching the Training Process with QLoRA.mp4 14.6 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/43. Day 5 - Wrapping Up Week 1 Achievements and Next Steps.mp4 13.5 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/15. Day 1 - Wrapping Up Day 1 Key Takeaways and Next Steps in LLM Engineering.mp4 13.2 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/06. Day 1 - From Wall Street to AI Ed Donner's Path to Becoming an LLM Engineer.mp4 13.1 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/31. Day 5 - LLM Fine-Tuning Challenges When Model Performance Doesn't Improve.mp4 12.9 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/29. Day 4 - Exploring the Journey of AI From Early Models to Transformers.mp4 12.6 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/35. Day 4 - Wrapping Up Day 4 Key Takeaways and Practical Insights.mp4 12.5 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/18. Day 3 - Learning Rate, Gradient Accumulation, and Optimizers Explained.mp4 12.2 MB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/13. Day 3 - Mastering AI Tools Empowering LLMs to Run Code on Your Machine.mp4 12.2 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/12. Day 1 - Creating a .env File for Storing API Keys Safely.mp4 11.7 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/42. Day 5 - Assignment Developing Your Customized LLM-Based Tutor.mp4 11.2 MB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/05. Day 1 - Mastering Google Colab Run Open-Source AI Models with Hugging Face.mp4 11.2 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/04. Day 1 - Optimizing LLMs R, Alpha, and Target Modules in QLoRA Fine-Tuning.mp4 11.1 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/07. Day 1 Double Quantization & NF4 Advanced Techniques for 4-Bit LLM Optimization.mp4 11.1 MB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/25. Day 4 - Mastering Code Generation with LLMs Techniques and Model Selection.mp4 11.0 MB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/13. Day 5 - Optimizing RAG Systems Troubleshooting and Fixing Common Problems.mp4 10.4 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/30. Day 5 - Analyzing Results Monitoring Agent Framework Performance.mp4 10.1 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/20. Day 3 - Mastering Autonomous Agents Designing Multi-Agent AI Workflows.mp4 10.0 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/22. Day 3 - Monitoring and Managing Training with Weights & Biases.mp4 9.9 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/03. Day 1 - Unleashing the Power of Local LLMs Build Spanish Tutor Using Ollama.mp4 9.8 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/30. Day 4 - Understanding LLM Parameters From GPT-1 to Trillion-Weight Models.mp4 9.5 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/17. Day 3 - Understanding Epochs and Batch Sizes in Model Training.mp4 9.4 MB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/15. Day 5 - Demystifying LangChain Behind-the-Scenes of RAG Pipeline Construction.mp4 9.3 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/27. Day 4 - End-to-End LLM Fine-Tuning From Problem Definition to Trained Model.mp4 9.2 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/22. Day 3 - Exploring GPT-4o vs O1 Preview Key Differences in Performance.mp4 8.5 MB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/06. Day 1 - Master LLM Leaderboards Comparing Open Source and Closed Source Models.mp4 8.4 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/09. Day 1 - Model Size Summary Comparing Quantized and Fine-Tuned Models.mp4 8.0 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/12. Day 2 - How to Create and Upload a High-Quality Dataset on HuggingFace.mp4 7.8 MB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/08. Day 2 - Mastering HuggingFace Pipelines Efficient AI Inference for ML Tasks.mp4 7.8 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/02. Day 1 - Setting Up Ollama for Local LLM Deployment on Windows and Mac.mp4 7.8 MB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/16. Day 4 - Mastering Hugging Face Transformers Models, Pipelines, and Tokenizers.mp4 6.7 MB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/09. Day 2 - Building Advanced AI UIs From OpenAI API to Chat Interfaces with Gradio.mp4 6.4 MB
07. Fine-tuned open-source model to compete with Frontier in price prediction/32. Day 5 - Revisiting the Podium Comparing Model Performance Metrics.mp4 6.2 MB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/04. Day 1 - AI Tools Exploring Transformers & Frontier LLMs for Developers.mp4 6.1 MB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/17. Day 4 - Mastering AI Tools Building Advanced LLM-Powered Assistants with APIs.mp4 5.5 MB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/08. Day 2 - Productionizing LLMs Best Practices for Deploying AI Models at Scale.mp4 5.4 MB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/06. Day 2 - Preparing for Vector Databases OpenAI Embeddings and Chroma in RAG.mp4 5.4 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/21. Day 3 - Comparing Leading LLMs Strengths and Business Applications.mp4 5.2 MB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/12. Day 3 - Hugging Face Tokenizers Preparing for Advanced AI Text Generation.mp4 3.9 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/19. Day 2 - Hands-On LLM Task Comparing OpenAI and Ollama for Text Summarization.mp4 3.7 MB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/01. Day 1 - Cold Open Jumping Right into LLM Engineering.mp4 2.5 MB
08. Week 8 - Build Autonomous multi agent system collaborating with models/05. Day 1 - Building a Serverless AI Pricing API Step-by-Step Guide with Modal.vtt 24.0 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/14. Day 3 - Baseline Models in ML Implementing Simple Prediction Functions.vtt 22.1 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/19. Day 3 - Setting Up the Training Process for Fine-Tuning.vtt 22.0 KB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/02. Day 1 - Streaming AI Responses Implementing Real-Time LLM Output in Python.vtt 22.0 KB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/08. Day 3 - Visualizing Embeddings Exploring Multi-Dimensional Space with t-SNE.vtt 21.7 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/04. Day 1 - Optimizing Training Data Scrubbing Techniques for LLM Fine-Tuning.vtt 18.9 KB
08. Week 8 - Build Autonomous multi agent system collaborating with models/04. Day 1 - LLAMA on the Cloud Running Large Models Efficiently.vtt 18.8 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/25. Day 4 - Visualizing LLM Fine-Tuning Progress with Weights and Biases Charts.vtt 18.6 KB
08. Week 8 - Build Autonomous multi agent system collaborating with models/24. Day 4 - Building an Agent Framework Connecting LLMs and Python Code.vtt 18.4 KB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/14. Day 4 - Hugging Face Transformers Loading & Quantizing LLMs with Bits & Bytes.vtt 17.4 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/14. Day 1 - Implementing Text Summarization Using OpenAI's GPT-4 and Beautiful Soup.vtt 17.3 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/33. Day 5 - Evaluation of our Proprietary, Fine-Tuned LLM against Business Metrics.vtt 15.8 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/09. Day 1 - Setting Up Anaconda for LLM Engineering Windows Installation Guide.vtt 15.8 KB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/11. Day 3 - Build a Conversational AI Chatbot with OpenAI & Gradio Step-by-Step.vtt 15.8 KB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/07. Day 2 - Hugging Face Pipelines Simplifying AI Tasks with Transformers Library.vtt 15.8 KB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/01. Day 1 - How to Choose the Right LLM Comparing Open and Closed Source Models.vtt 15.5 KB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/02. Day 1 - Building a DIY RAG System Implementing Retrieval-Augmented Generation.vtt 15.4 KB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/02. Day 1 - Exploring HuggingFace Hub Models, Datasets & Spaces for AI Developers.vtt 15.2 KB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/03. Day 1 - How to Create Adversarial AI Conversations Using OpenAI and Claude APIs.vtt 15.0 KB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/06. Day 2 - Gradio Tutorial Create Interactive AI Interfaces for OpenAI GPT Models.vtt 15.0 KB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/18. Day 5 - Using Hugging Face & OpenAI for AI-Powered Meeting Minutes Generation.vtt 15.0 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/03. Day 1 - Data Curation Techniques for Fine-Tuning LLMs on Product Descriptions.vtt 14.9 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/26. Day 4 - Advanced Weights & Biases Tools and Model Saving on Hugging Face.vtt 14.9 KB
08. Week 8 - Build Autonomous multi agent system collaborating with models/17. Day 3 - Scraping RSS Feeds Building an AI-Powered Deal Selection System.vtt 14.6 KB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/09. Day 2 - LLAMA vs GPT-4 Benchmarking Large Language Models for Code Generation.vtt 14.5 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/10. Day 2 - How to Create a Balanced Dataset for LLM Training Curation Techniques.vtt 14.3 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/11. Day 2 - Finalizing Dataset Curation Analyzing Price-Description Correlations.vtt 14.2 KB
08. Week 8 - Build Autonomous multi agent system collaborating with models/21. Day 4 - The 5 Hallmarks of Agentic AI Autonomy, Planning, and Memory.vtt 13.9 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/22. Day 4 - Human vs AI Evaluating Price Prediction Performance in Frontier Models.vtt 13.9 KB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/16. Day 4 - How to Equip LLMs with Custom Tools OpenAI Function Calling Tutorial.vtt 13.9 KB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/10. Day 3 - Tokenization Techniques in AI Using AutoTokenizer with LLAMA 3.1 Model.vtt 13.9 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/32. Day 5 - Fine-Tuning Frontier LLMs Challenges & Best Practices for Optimization.vtt 13.5 KB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/05. Day 2 - LangChain Text Splitter Tutorial Optimizing Chunks for RAG Systems.vtt 13.5 KB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/04. Day 1 - Hugging Face Integration with Google Colab Secrets and API Keys Setup.vtt 13.5 KB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/11. Day 4 - Mastering Retrieval-Augmented Generation Hands-On LLM Integration.vtt 13.4 KB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/16. Day 5 - Debugging RAG Optimizing Context Retrieval in LangChain.vtt 13.2 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/13. Day 1- Instant Gratification Project Creating an AI-Powered Web Page Summarizer.vtt 13.2 KB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/11. Day 3 - Comparing Tokenizers Llama, PHI-3, and QWEN2 for Open-Source AI Models.vtt 13.0 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/27. Day 5 - How to Prepare JSONL Files for Fine-Tuning Large Language Models (LLMs).vtt 12.9 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/01. Day 1 - Fine-Tuning Large Language Models From Inference to Training.vtt 12.9 KB
08. Week 8 - Build Autonomous multi agent system collaborating with models/18. Day 3 - Structured Outputs in AI Implementing GPT-4 for Detailed Deal Selection.vtt 12.8 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/23. Day 4 - GPT-4o Mini Frontier AI Model Evaluation for Price Estimation Tasks.vtt 12.7 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/31. Day 4 - GPT Tokenization Explained How Large Language Models Process Text Input.vtt 12.7 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/20. Day 3 - Configuring SFTTrainer for 4-Bit Quantized LoRA Fine-Tuning of LLMs.vtt 12.6 KB
08. Week 8 - Build Autonomous multi agent system collaborating with models/27. Day 5 - AI Agents with Gradio Advanced UI Techniques for Autonomous Systems.vtt 12.6 KB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/15. Day 4 - Hugging Face Transformers Generating Jokes with Open-Source AI Models.vtt 12.5 KB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/12. Day 3 - Enhancing Chatbots with Multi-Shot Prompting and Context Enrichment.vtt 12.5 KB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/01. Day 1 - Hugging Face Tutorial Exploring Open-Source AI Models and Datasets.vtt 12.2 KB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/24. Day 4 - Comparing Code Generation GPT-4, Claude, and CodeQuen LLMs.vtt 12.2 KB
08. Week 8 - Build Autonomous multi agent system collaborating with models/22. Day 4 - Building an Agentic AI System Integrating Pushover for Notifications.vtt 12.1 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/40. Day 5 - Final Adjustments Optimizing Markdown and Streaming in JupyterLab.vtt 12.1 KB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/03. Day 1 - Understanding Vector Embeddings The Key to RAG and LLM Retrieval.vtt 12.0 KB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/26. Day 5 - Evaluating LLM Performance Model-Centric vs Business-Centric Metrics.vtt 11.9 KB
08. Week 8 - Build Autonomous multi agent system collaborating with models/14. Day 2 - Building an Ensemble Model Combining LLM, RAG, and Random Forest.vtt 11.8 KB
08. Week 8 - Build Autonomous multi agent system collaborating with models/08. Day 2 - Building a Massive Chroma Vector Datastore for Advanced RAG Pipelines.vtt 11.8 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/38. Day 5 - Structured Outputs in LLMs Optimizing JSON Responses for AI Projects.vtt 11.7 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/09. Day 2 - Optimizing Large Datasets for Model Training Data Curation Strategies.vtt 11.7 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/13. Day 2 - Optimizing LLM Performance Loading and Tokenizing Llama 3.1 Base Model.vtt 11.7 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/07. Day 2 - Prompting, RAG, and Fine-Tuning When to Use Each Approach.vtt 11.6 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/15. Day 3 Feature Engineering Techniques for Amazon Product Price Prediction Models.vtt 11.3 KB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/14. Day 5 - Switching Vector Stores FAISS vs Chroma in LangChain RAG Pipelines.vtt 11.3 KB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/08. Day 2 - Building a Multi-Model AI Chat Interface with Gradio GPT vs Claude.vtt 11.2 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/16. Day 3 - QLoRA Hyperparameters Mastering Fine-Tuning for Large Language Models.vtt 11.2 KB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/05. Day 1 - HuggingFace OpenLLM Leaderboard Comparing Open-Source Language Models.vtt 11.1 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/39. Day 5 - Creating and Formatting Responses for Brochure Content.vtt 10.9 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/05. Day 1 - Parameter-Efficient Fine-Tuning PEFT for LLMs with Hugging Face.vtt 10.9 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/05. Day 1 - Evaluating LLM Performance Model-Centric vs Business-Centric Metrics.vtt 10.8 KB
08. Week 8 - Build Autonomous multi agent system collaborating with models/02. Day 1 Building a Multi-Agent AI Architecture for Automated Deal Finding Systems.vtt 10.8 KB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/14. Day 3 - Comparing Top LLMs for Code Generation GPT-4 vs Claude 3.5 Sonnet.vtt 10.7 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/28. Day 5 - Step-by-Step Guide Launching GPT Fine-Tuning Jobs with OpenAI API.vtt 10.6 KB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/19. Day 5 - Multimodal AI Integrating DALL-E 3 Image Generation in JupyterLab.vtt 10.5 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/24. Day 4 - Comparing GPT-4 and Claude Model Performance in Price Prediction Tasks.vtt 10.4 KB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/22. Day 4 - How to Use HuggingFace Inference Endpoints for Code Generation Models.vtt 10.4 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/06. Day 2 - LLM Deployment Pipeline From Business Problem to Production Solution.vtt 10.0 KB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/15. Day 3 - Optimizing Python Code with Large Language Models GPT-4 vs Claude 3.5.vtt 9.8 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/17. Day 2 - Understanding Frontier Models GPT, Claude, and Open Source LLMs.vtt 9.7 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/28. Day 4 - Revealing the Leadership Winner A Fun LLM Challenge.vtt 9.7 KB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/27. Day 5 - Mastering LLM Code Generation Advanced Challenges for Python Developers.vtt 9.7 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/30. Day 5 - Understanding Softmax and Cross-Entropy Loss in Model Training.vtt 9.6 KB
08. Week 8 - Build Autonomous multi agent system collaborating with models/11. Day 2 - Finding Similar Products Building a RAG Pipeline without LangChain.vtt 9.6 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/20. Day 3 - Frontier AI Models Comparing GPT-4, Claude, Gemini, and LLAMA.vtt 9.6 KB
08. Week 8 - Build Autonomous multi agent system collaborating with models/23. Day 4 Implementing Agentic AI Creating a Planning Agent for Automated Workflows.vtt 9.5 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/16. Day 3 - Optimizing LLM Performance Advanced Feature Engineering Strategies.vtt 9.5 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/08. Day 1 - Mac Setup Guide Jupyter Lab and Conda for LLM Projects.vtt 9.5 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/16. Day 2 - Mastering LLM Engineering Key Skills and Tools for AI Development.vtt 9.4 KB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/14. Day 4 - Using AI Tools with LLMs Enhancing Large Language Model Capabilities.vtt 9.2 KB
08. Week 8 - Build Autonomous multi agent system collaborating with models/28. Day 5 - Finalizing the Gradio UI for Our Agentic AI Solution.vtt 9.2 KB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/03. Day 1 - Limitations of LLM Benchmarks Overfitting and Training Data Leakage.vtt 9.2 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/18. Day 3 - Bag of Words NLP Implementing Count Vectorizer for Text Analysis in ML.vtt 9.1 KB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/08. Day 2 - Specialized LLM Leaderboards Finding the Best Model for Your Use Case.vtt 9.1 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/13. Day 3 - Feature Engineering and Bag of Words Building ML Baselines for NLP.vtt 9.1 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/11. Day 1- Setting Up OpenAI API for LLM Development Keys, Pricing & Best Practices.vtt 9.1 KB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/19. Day 3 - Optimizing C++ Code Generation Comparing GPT and Claude Performance.vtt 9.0 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/29. Day 5 - QLoRA Training Process Forward Pass, Backward Pass and Loss Calculation.vtt 9.0 KB
08. Week 8 - Build Autonomous multi agent system collaborating with models/13. Day 2 - Random Forest Regression Using Transformers & ML for Price Prediction.vtt 9.0 KB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/17. Day 5 - Build Your Personal AI Knowledge Worker RAG for Productivity Boost.vtt 8.9 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/02. Day 1 - Introduction to LoRA Adaptors Low-Rank Adaptation Explained.vtt 8.9 KB
08. Week 8 - Build Autonomous multi agent system collaborating with models/12. Day 2 - RAG Pipeline Implementation Enhancing LLMs with Retrieval Techniques.vtt 8.8 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/07. Day 1 - Setting Up Your LLM Development Environment Tools and Best Practices.vtt 8.7 KB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/23. Day 4 - Integrating Open-Source Models with Frontier LLMs for Code Generation.vtt 8.7 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/30. Day 5 - Evaluating Fine-Tuned LLMs Metrics Analyzing Training & Validation Loss.vtt 8.7 KB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/10. Day 2 - Human-Rated Language Models Understanding the LM Sys Chatbot Arena.vtt 8.6 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/10. Day 1 - Alternative Python Setup for LLM Projects Virtualenv vs. Anaconda Guide.vtt 8.5 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/18. Day 2 - How to Use Ollama for Local LLM Inference Python Tutorial with Jupyter.vtt 8.3 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/37. Day 5 - JupyterLab Tutorial Web Scraping for AI-Powered Company Brochures.vtt 8.2 KB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/15. Day 4 - Building an AI Airline Assistant Implementing Tools with OpenAI GPT-4.vtt 8.2 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/10. Day 2 - How to Choose the Best Base Model for Fine-Tuning Large Language Models.vtt 8.1 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/08. Day 1 - Exploring PEFT Models The Role of LoRA Adapters in LLM Fine-Tuning.vtt 7.9 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/11. Day 2 - Selecting the Best Base Model Analyzing HuggingFace's LLM Leaderboard.vtt 7.9 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/04. Day 1 - LLM Engineering Roadmap From Beginner to Master in 8 Weeks.vtt 7.8 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/24. Day 4 - Efficient Fine-Tuning Using Smaller Datasets for QLoRA Training.vtt 7.7 KB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/20. Day 5 - Build a Multimodal AI Agent Integrating Audio & Image Tools.vtt 7.7 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/26. Day 5 - Fine-Tuning LLMs with OpenAI Preparing Data, Training, and Evaluation.vtt 7.6 KB
08. Week 8 - Build Autonomous multi agent system collaborating with models/31. Day 5 - AI Project Retrospective 8-Week Journey to Becoming an LLM Engineer.vtt 7.6 KB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/07. Day 2 - Implementing Streaming Responses with GPT and Claude in Gradio UI.vtt 7.4 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/19. Day 3 - Support Vector Regression vs Random Forest Machine Learning Face-Off.vtt 7.4 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/02. Day 1 - Finding and Crafting Datasets for LLM Fine-Tuning Sources & Techniques.vtt 7.4 KB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/04. Day 1 - Evaluating Large Language Models 6 Next-Level Benchmarks Unveiled.vtt 7.2 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/31. Day 5 - Monitoring Fine-Tuning Weights & Biases for LLM Training Analysis.vtt 7.2 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/23. Day 3 - Creativity and Coding Leveraging GPT-4o’s Canvas Feature.vtt 7.2 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/27. Day 3 - LLM Leadership Challenge Evaluating AI Models Through Creative Prompts.vtt 7.0 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/17. Day 3 - Linear Regression for LLM Fine-Tuning Baseline Model Comparison.vtt 7.0 KB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/02. Day 1 - Chinchilla Scaling Law Optimizing LLM Parameters and Training Data Size.vtt 6.9 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/14. Day 2 - Quantization Impact on LLMs Analyzing Performance Metrics and Errors.vtt 6.9 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/28. Day 5 - The Four Steps in LLM Training From Forward Pass to Optimization.vtt 6.9 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/12. Day 1 - Creating a .env File for Storing API Keys Safely.vtt 6.7 KB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/07. Day 2 - Comparing LLMs Top 6 Leaderboards for Evaluating Language Models.vtt 6.7 KB
08. Week 8 - Build Autonomous multi agent system collaborating with models/07. Day 2 - Implementing Agentic Workflows Frontier Models and Vector Stores in RAG.vtt 6.7 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/03. Day 1 - QLoRA Quantization for Efficient Fine-Tuning of Large Language Models.vtt 6.7 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/04. Day 1 - Optimizing LLMs R, Alpha, and Target Modules in QLoRA Fine-Tuning.vtt 6.6 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/18. Day 3 - Learning Rate, Gradient Accumulation, and Optimizers Explained.vtt 6.6 KB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/09. Day 3 - Exploring Tokenizers in Open-Source AI Llama, Phi-2, Qwen, & Starcoder.vtt 6.5 KB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/01. Day 1 - RAG Fundamentals Leveraging External Data to Improve LLM Responses.vtt 6.5 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/34. Day 4 - Comparing LLM Context Windows GPT-4 vs Claude vs Gemini 1.5 Flash.vtt 6.5 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/24. Day 3 - Claude 3.5’s Alignment and Artifact Creation A Deep Dive.vtt 6.4 KB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/11. Day 2 - Commercial Applications of Large Language Models From Law to Education.vtt 6.4 KB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/16. Day 3 - Code Generation Pitfalls When Large Language Models Produce Errors.vtt 6.4 KB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/01. Day 1 - Mastering Multiple AI APIs OpenAI, Claude, and Gemini for LLM Engineers.vtt 6.2 KB
08. Week 8 - Build Autonomous multi agent system collaborating with models/25. Day 4 - Completing Agentic Workflows Scaling for Business Applications.vtt 6.1 KB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/19. Day 5 - Build a Synthetic Test Data Generator Open-Source AI Model for Business.vtt 6.1 KB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/18. Day 5 - Multimodal AI Assistants Integrating Image and Sound Generation.vtt 6.0 KB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/10. Day 4 - Implementing RAG Pipeline LLM, Retriever, and Memory in LangChain.vtt 5.9 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/41. Day 5 - Mastering Multi-Shot Prompting Enhancing LLM Reliability in AI Projects.vtt 5.9 KB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/10. Day 3 - Building AI Chatbots Mastering Gradio for Customer Support Assistants.vtt 5.8 KB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/21. Day 5 - How to Build a Multimodal AI Assistant Integrating Tools and Agents.vtt 5.8 KB
08. Week 8 - Build Autonomous multi agent system collaborating with models/03. Day 1 - Unveiling Modal Deploying Serverless Models to the Cloud.vtt 5.8 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/17. Day 3 - Understanding Epochs and Batch Sizes in Model Training.vtt 5.8 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/12. Day 2 - Exploring Tokenizers Comparing LLAMA, QWEN, and Other LLM Models.vtt 5.8 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/30. Day 4 - Understanding LLM Parameters From GPT-1 to Trillion-Weight Models.vtt 5.7 KB
08. Week 8 - Build Autonomous multi agent system collaborating with models/09. Day 2 - Visualizing Vector Spaces Advanced RAG Techniques for Data Exploration.vtt 5.7 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/03. Day 1 - Unleashing the Power of Local LLMs Build Spanish Tutor Using Ollama.vtt 5.6 KB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/20. Day 3 - Comparing GPT-4 and Claude for Code Generation Performance Benchmarks.vtt 5.6 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/35. Day 5 - Hyperparameter Tuning for LLMs Improving Model Accuracy with PEFT.vtt 5.6 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/42. Day 5 - Assignment Developing Your Customized LLM-Based Tutor.vtt 5.5 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/02. Day 1 - Setting Up Ollama for Local LLM Deployment on Windows and Mac.vtt 5.4 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/26. Day 3 - Evaluating Meta AI and Perplexity Nuances of Model Outputs.vtt 5.4 KB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/07. Day 3 - Mastering Vector Embeddings OpenAI and Chroma for LLM Engineering.vtt 5.3 KB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/17. Day 3 - Blazing Fast Code Generation How Claude Outperforms Python by 13,000x.vtt 5.3 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/25. Day 3 - AI Model Comparison Gemini vs Cohere for Whimsical and Analytical Tasks.vtt 5.3 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/29. Day 5 - Fine-Tuning LLMs Track Training Loss & Progress with Weights & Biases.vtt 5.3 KB
08. Week 8 - Build Autonomous multi agent system collaborating with models/29. Day 5 Enhancing AI Agent UI Gradio Integration for Real-Time Log Visualization.vtt 5.2 KB
08. Week 8 - Build Autonomous multi agent system collaborating with models/16. Day 3 - Enhancing AI Agents with Structured Outputs Pydantic & BaseModel Guide.vtt 5.2 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/20. Day 3 - Comparing Traditional ML Models From Random to Random Forest.vtt 5.2 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/01. Day 1 - Mastering Parameter-Efficient Fine-Tuning LoRa, QLoRA & Hyperparameters.vtt 4.9 KB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/06. Day 2 - Hugging Face Transformers Using Pipelines for AI Tasks in Python.vtt 4.9 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/22. Day 3 - Exploring GPT-4o vs O1 Preview Key Differences in Performance.vtt 4.9 KB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/04. Day 2 - Unveiling LangChain Simplify RAG Implementation for LLM Applications.vtt 4.6 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/25. Day 4 - Frontier AI Capabilities LLMs Outperforming Traditional ML Models.vtt 4.5 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/07. Day 1 Double Quantization & NF4 Advanced Techniques for 4-Bit LLM Optimization.vtt 4.4 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/06. Day 1 - How to Quantize LLMs Reducing Model Size with 8-bit Precision.vtt 4.4 KB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/13. Day 4 - Hugging Face Model Class Running Inference on Open-Source AI Models.vtt 4.3 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/36. Day 5 - Building AI-Powered Marketing Brochures with OpenAI API and Python.vtt 4.2 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/32. Day 4 - How Context Windows Impact AI Language Models Token Limits Explained.vtt 4.2 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/15. Day 2 - Comparing LLMs GPT-4 vs LLAMA 3.1 in Parameter-Efficient Tuning.vtt 4.2 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/21. Day 3 - Fine-Tuning LLMs Launching the Training Process with QLoRA.vtt 4.1 KB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/15. Day 5 - Demystifying LangChain Behind-the-Scenes of RAG Pipeline Construction.vtt 4.1 KB
08. Week 8 - Build Autonomous multi agent system collaborating with models/01. Day 1 - From Fine-Tuning to Multi-Agent Systems Next-Level LLM Engineering.vtt 4.0 KB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/17. Day 5 - Combining Frontier & Open-Source Models for Audio-to-Text Summarization.vtt 3.9 KB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/03. Day 1 - Intro to Google Colab Cloud Jupyter Notebooks for Machine Learning.vtt 3.9 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/33. Day 4 - Navigating AI Model Costs API Pricing vs. Chat Interface Subscriptions.vtt 3.8 KB
08. Week 8 - Build Autonomous multi agent system collaborating with models/06. Day 1 - Multiple Production Models Ahead Preparing for Advanced RAG Solutions.vtt 3.8 KB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/12. Day 2 - Comparing Frontier and Open-Source LLMs for Code Conversion Projects.vtt 3.7 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/43. Day 5 - Wrapping Up Week 1 Achievements and Next Steps.vtt 3.7 KB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/05. Day 2 - Building AI UIs with Gradio Quick Prototyping for LLM Engineers.vtt 3.7 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/35. Day 4 - Wrapping Up Day 4 Key Takeaways and Practical Insights.vtt 3.6 KB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/09. Day 3 - Building RAG Pipelines From Vectors to Embeddings with LangChain.vtt 3.6 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/32. Day 5 - Revisiting the Podium Comparing Model Performance Metrics.vtt 3.6 KB
08. Week 8 - Build Autonomous multi agent system collaborating with models/19. Day 3 - Optimizing AI Workflows Refining Prompts for Accurate Price Recognition.vtt 3.6 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/29. Day 4 - Exploring the Journey of AI From Early Models to Transformers.vtt 3.6 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/15. Day 1 - Wrapping Up Day 1 Key Takeaways and Next Steps in LLM Engineering.vtt 3.6 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/34. Day 5 - Visualization of Results Did We Beat GPT-4.vtt 3.5 KB
08. Week 8 - Build Autonomous multi agent system collaborating with models/26. Day 5 - Autonomous AI Agents Building Intelligent Systems Without Human Input.vtt 3.4 KB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/13. Day 3 - Leveraging Frontier Models for High-Performance Code Generation in C++.vtt 3.3 KB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/13. Day 3 - Mastering AI Tools Empowering LLMs to Run Code on Your Machine.vtt 3.1 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/06. Day 1 - From Wall Street to AI Ed Donner's Path to Becoming an LLM Engineer.vtt 2.9 KB
08. Week 8 - Build Autonomous multi agent system collaborating with models/30. Day 5 - Analyzing Results Monitoring Agent Framework Performance.vtt 2.8 KB
08. Week 8 - Build Autonomous multi agent system collaborating with models/10. Day 2 - 3D Visualization Techniques for RAG Exploring Vector Embeddings.vtt 2.7 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/22. Day 3 - Monitoring and Managing Training with Weights & Biases.vtt 2.7 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/05. Day 1 - Building LLM Applications Chatbots, RAG, and Agentic AI Projects.vtt 2.7 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/27. Day 4 - End-to-End LLM Fine-Tuning From Problem Definition to Trained Model.vtt 2.6 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/21. Day 3 - Comparing Leading LLMs Strengths and Business Applications.vtt 2.5 KB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/12. Day 4 - Master RAG Pipeline Building Efficient RAG Systems.vtt 2.5 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/23. Day 4 - Keeping Training Costs Low Efficient Fine-Tuning Strategies.vtt 2.5 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/31. Day 5 - LLM Fine-Tuning Challenges When Model Performance Doesn't Improve.vtt 2.3 KB
08. Week 8 - Build Autonomous multi agent system collaborating with models/20. Day 3 - Mastering Autonomous Agents Designing Multi-Agent AI Workflows.vtt 2.3 KB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/21. Day 4 - Open Source LLMs for Code Generation Hugging Face Endpoints Explored.vtt 2.2 KB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/05. Day 1 - Mastering Google Colab Run Open-Source AI Models with Hugging Face.vtt 2.2 KB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/08. Day 2 - Mastering HuggingFace Pipelines Efficient AI Inference for ML Tasks.vtt 2.2 KB
07. Fine-tuned open-source model to compete with Frontier in price prediction/09. Day 1 - Model Size Summary Comparing Quantized and Fine-Tuned Models.vtt 2.2 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/08. Day 2 - Productionizing LLMs Best Practices for Deploying AI Models at Scale.vtt 2.2 KB
08. Week 8 - Build Autonomous multi agent system collaborating with models/15. Day 2 - Wrap-Up Finalizing Multi-Agent Systems and RAG Integration.vtt 2.1 KB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/06. Day 1 - Master LLM Leaderboards Comparing Open Source and Closed Source Models.vtt 2.1 KB
04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/25. Day 4 - Mastering Code Generation with LLMs Techniques and Model Selection.vtt 2.1 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/21. Day 4 - Evaluating Frontier Models Comparing Performance to Baseline Frameworks.vtt 2.0 KB
06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/12. Day 2 - How to Create and Upload a High-Quality Dataset on HuggingFace.vtt 2.0 KB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/16. Day 4 - Mastering Hugging Face Transformers Models, Pipelines, and Tokenizers.vtt 1.7 KB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/09. Day 2 - Building Advanced AI UIs From OpenAI API to Chat Interfaces with Gradio.vtt 1.7 KB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/06. Day 2 - Preparing for Vector Databases OpenAI Embeddings and Chroma in RAG.vtt 1.7 KB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/04. Day 1 - AI Tools Exploring Transformers & Frontier LLMs for Developers.vtt 1.6 KB
02. Week 2 - Build a Multi-Modal Chatbot LLMs, Gradio UI, and Agents in Action/17. Day 4 - Mastering AI Tools Building Advanced LLM-Powered Assistants with APIs.vtt 1.4 KB
05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/13. Day 5 - Optimizing RAG Systems Troubleshooting and Fixing Common Problems.vtt 1.4 KB
03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/12. Day 3 - Hugging Face Tokenizers Preparing for Advanced AI Text Generation.vtt 1.1 KB
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/19. Day 2 - Hands-On LLM Task Comparing OpenAI and Ollama for Text Summarization.vtt 998 bytes
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/01. Day 1 - Cold Open Jumping Right into LLM Engineering.vtt 996 bytes
01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/external-links/Resources-for-the-course.url 88 bytes

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