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种子名称： Udemy - LLM Engineering Master AI, Large Language Models & Agents (12.2024)
文件类型： 视频
文件数目： 225个文件
文件大小： 11.71 GB
收录时间： 2025-6-29 16:34
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资源热度： 25
最近下载： 2025-7-6 08:18

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Udemy - LLM Engineering Master AI, Large Language Models & Agents (12.2024).torrent

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.mp4139.87MB

01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/09. Day 1 - Setting Up Anaconda for LLM Engineering Windows Installation Guide.mp4135.46MB

01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/40. Day 5 - Final Adjustments Optimizing Markdown and Streaming in JupyterLab.mp4135.28MB

01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/39. Day 5 - Creating and Formatting Responses for Brochure Content.mp4120.83MB

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.mp499.7MB

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.mp496.41MB

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.mp489.86MB

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.mp488.59MB

01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/37. Day 5 - JupyterLab Tutorial Web Scraping for AI-Powered Company Brochures.mp487.04MB

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.mp486.48MB

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.mp472.91MB

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.mp468.28MB

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.mp465.54MB

01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/28. Day 4 - Revealing the Leadership Winner A Fun LLM Challenge.mp464.04MB

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.mp461.31MB

01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/27. Day 3 - LLM Leadership Challenge Evaluating AI Models Through Creative Prompts.mp443.5MB

01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/26. Day 3 - Evaluating Meta AI and Perplexity Nuances of Model Outputs.mp433.4MB

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.mp433.1MB

01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/05. Day 1 - Building LLM Applications Chatbots, RAG, and Agentic AI Projects.mp427.41MB

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.mp425.68MB

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.mp424.93MB

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.mp424.5MB

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.mp421.21MB

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.mp419.92MB

01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/17. Day 2 - Understanding Frontier Models GPT, Claude, and Open Source LLMs.mp419.19MB

01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/23. Day 3 - Creativity and Coding Leveraging GPT-4o’s Canvas Feature.mp416.72MB

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.mp416.37MB

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.mp416.34MB

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.mp415.33MB

01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/43. Day 5 - Wrapping Up Week 1 Achievements and Next Steps.mp413.47MB

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.mp413.22MB

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.mp413.13MB

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.mp412.56MB

01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/35. Day 4 - Wrapping Up Day 4 Key Takeaways and Practical Insights.mp412.48MB

01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/12. Day 1 - Creating a .env File for Storing API Keys Safely.mp411.66MB

01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/42. Day 5 - Assignment Developing Your Customized LLM-Based Tutor.mp411.24MB

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.mp49.78MB

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.mp49.49MB

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.mp48.51MB

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.mp47.77MB

01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/21. Day 3 - Comparing Leading LLMs Strengths and Business Applications.mp45.18MB

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.mp43.69MB

01. Week 1 - Build Your First LLM Product Exploring Top Models & Transformers/01. Day 1 - Cold Open Jumping Right into LLM Engineering.mp42.51MB

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.mp4136.54MB

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.mp496.43MB

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.mp493.48MB

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.mp491.12MB

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.mp479.76MB

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.mp461.82MB

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.mp460.37MB

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.mp451.68MB

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.mp444.02MB

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.mp440.56MB

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.mp439.9MB

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.mp437.63MB

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.mp432.07MB

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.mp427.45MB

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.mp424.09MB

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.mp422.87MB

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.mp422.52MB

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.mp412.18MB

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.mp46.41MB

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.mp46.07MB

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.mp45.52MB

03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/07. Day 2 - Hugging Face Pipelines Simplifying AI Tasks with Transformers Library.mp4169.68MB

03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/02. Day 1 - Exploring HuggingFace Hub Models, Datasets & Spaces for AI Developers.mp4164.37MB

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.mp4108.15MB

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.mp492.13MB

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.mp491.82MB

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.mp475.97MB

03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/14. Day 4 - Hugging Face Transformers Loading & Quantizing LLMs with Bits & Bytes.mp472.71MB

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.mp453.44MB

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.mp451.22MB

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.mp449.36MB

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.mp442.55MB

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.mp435.05MB

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.mp432.76MB

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.mp429.58MB

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.mp415.48MB

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.mp411.24MB

03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/08. Day 2 - Mastering HuggingFace Pipelines Efficient AI Inference for ML Tasks.mp47.78MB

03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/16. Day 4 - Mastering Hugging Face Transformers Models, Pipelines, and Tokenizers.mp46.7MB

03. Week 3 - Open-Source Gen AI Building Automated Solutions with HuggingFace/12. Day 3 - Hugging Face Tokenizers Preparing for Advanced AI Text Generation.mp43.93MB

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.mp4138.48MB

04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/26. Day 5 - Evaluating LLM Performance Model-Centric vs Business-Centric Metrics.mp4122MB

04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/24. Day 4 - Comparing Code Generation GPT-4, Claude, and CodeQuen LLMs.mp492.87MB

04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/27. Day 5 - Mastering LLM Code Generation Advanced Challenges for Python Developers.mp478.44MB

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.mp475.36MB

04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/03. Day 1 - Limitations of LLM Benchmarks Overfitting and Training Data Leakage.mp458.69MB

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.mp456.02MB

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.mp449.57MB

04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/05. Day 1 - HuggingFace OpenLLM Leaderboard Comparing Open-Source Language Models.mp446.15MB

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.mp444.17MB

04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/07. Day 2 - Comparing LLMs Top 6 Leaderboards for Evaluating Language Models.mp443.3MB

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.mp440.46MB

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.mp439.92MB

04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/04. Day 1 - Evaluating Large Language Models 6 Next-Level Benchmarks Unveiled.mp434.16MB

04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/19. Day 3 - Optimizing C++ Code Generation Comparing GPT and Claude Performance.mp432.46MB

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.mp431.82MB

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.mp431.62MB

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.mp431.04MB

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.mp430.06MB

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++.mp428.98MB

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.mp428.7MB

04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/16. Day 3 - Code Generation Pitfalls When Large Language Models Produce Errors.mp423.49MB

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.mp421.05MB

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.mp419.32MB

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.mp418.32MB

04. Week 4 - LLM Showdown Evaluating Models for Code Generation & Business Tasks/25. Day 4 - Mastering Code Generation with LLMs Techniques and Model Selection.mp410.98MB

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.mp48.38MB

05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/08. Day 3 - Visualizing Embeddings Exploring Multi-Dimensional Space with t-SNE.mp4255.85MB

05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/02. Day 1 - Building a DIY RAG System Implementing Retrieval-Augmented Generation.mp4160.22MB

05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/05. Day 2 - LangChain Text Splitter Tutorial Optimizing Chunks for RAG Systems.mp4155.53MB

05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/16. Day 5 - Debugging RAG Optimizing Context Retrieval in LangChain.mp486.44MB

05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/11. Day 4 - Mastering Retrieval-Augmented Generation Hands-On LLM Integration.mp477.43MB

05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/17. Day 5 - Build Your Personal AI Knowledge Worker RAG for Productivity Boost.mp467.51MB

05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/14. Day 5 - Switching Vector Stores FAISS vs Chroma in LangChain RAG Pipelines.mp463.31MB

05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/07. Day 3 - Mastering Vector Embeddings OpenAI and Chroma for LLM Engineering.mp448.98MB

05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/01. Day 1 - RAG Fundamentals Leveraging External Data to Improve LLM Responses.mp447.88MB

05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/03. Day 1 - Understanding Vector Embeddings The Key to RAG and LLM Retrieval.mp443.48MB

05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/10. Day 4 - Implementing RAG Pipeline LLM, Retriever, and Memory in LangChain.mp441MB

05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/04. Day 2 - Unveiling LangChain Simplify RAG Implementation for LLM Applications.mp424.63MB

05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/09. Day 3 - Building RAG Pipelines From Vectors to Embeddings with LangChain.mp418.89MB

05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/12. Day 4 - Master RAG Pipeline Building Efficient RAG Systems.mp417.59MB

05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/13. Day 5 - Optimizing RAG Systems Troubleshooting and Fixing Common Problems.mp410.37MB

05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/15. Day 5 - Demystifying LangChain Behind-the-Scenes of RAG Pipeline Construction.mp49.26MB

05. Mastering RAG Build Advanced Solutions with Vector Embeddings & LangChain/06. Day 2 - Preparing for Vector Databases OpenAI Embeddings and Chroma in RAG.mp45.38MB

06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/14. Day 3 - Baseline Models in ML Implementing Simple Prediction Functions.mp4235.84MB

06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/03. Day 1 - Data Curation Techniques for Fine-Tuning LLMs on Product Descriptions.mp4168.16MB

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).mp4163.5MB

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.mp4132.05MB

06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/32. Day 5 - Fine-Tuning Frontier LLMs Challenges & Best Practices for Optimization.mp4127.63MB

06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/04. Day 1 - Optimizing Training Data Scrubbing Techniques for LLM Fine-Tuning.mp4116.63MB

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.mp4115.1MB

06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/22. Day 4 - Human vs AI Evaluating Price Prediction Performance in Frontier Models.mp4115.03MB

06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/30. Day 5 - Evaluating Fine-Tuned LLMs Metrics Analyzing Training & Validation Loss.mp4107.41MB

06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/06. Day 2 - LLM Deployment Pipeline From Business Problem to Production Solution.mp4100.59MB

06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/11. Day 2 - Finalizing Dataset Curation Analyzing Price-Description Correlations.mp495.31MB

06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/01. Day 1 - Fine-Tuning Large Language Models From Inference to Training.mp491.04MB

06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/15. Day 3 Feature Engineering Techniques for Amazon Product Price Prediction Models.mp489.46MB

06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/09. Day 2 - Optimizing Large Datasets for Model Training Data Curation Strategies.mp482.84MB

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.mp482.4MB

06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/29. Day 5 - Fine-Tuning LLMs Track Training Loss & Progress with Weights & Biases.mp474.19MB

06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/26. Day 5 - Fine-Tuning LLMs with OpenAI Preparing Data, Training, and Evaluation.mp471.55MB

06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/07. Day 2 - Prompting, RAG, and Fine-Tuning When to Use Each Approach.mp469.09MB

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.mp465.09MB

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.mp464.51MB

06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/19. Day 3 - Support Vector Regression vs Random Forest Machine Learning Face-Off.mp460.7MB

06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/17. Day 3 - Linear Regression for LLM Fine-Tuning Baseline Model Comparison.mp458.88MB

06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/05. Day 1 - Evaluating LLM Performance Model-Centric vs Business-Centric Metrics.mp453.87MB

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.mp452.16MB

06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/16. Day 3 - Optimizing LLM Performance Advanced Feature Engineering Strategies.mp452.09MB

06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/20. Day 3 - Comparing Traditional ML Models From Random to Random Forest.mp426.54MB

06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/25. Day 4 - Frontier AI Capabilities LLMs Outperforming Traditional ML Models.mp426.03MB

06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/21. Day 4 - Evaluating Frontier Models Comparing Performance to Baseline Frameworks.mp422.48MB

06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/02. Day 1 - Finding and Crafting Datasets for LLM Fine-Tuning Sources & Techniques.mp418.86MB

06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/31. Day 5 - LLM Fine-Tuning Challenges When Model Performance Doesn't Improve.mp412.86MB

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.mp47.8MB

06. Week 6 Fine-tuning Frontier Large Language Models with LoRAQLoRA/08. Day 2 - Productionizing LLMs Best Practices for Deploying AI Models at Scale.mp45.43MB

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.mp493.48MB

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.mp469.97MB

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.mp469.83MB

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.mp468MB

07. Fine-tuned open-source model to compete with Frontier in price prediction/19. Day 3 - Setting Up the Training Process for Fine-Tuning.mp466.9MB

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.mp460.74MB

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.mp456.54MB

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.mp456.46MB

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.mp453.59MB

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.mp447.84MB

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.mp443.72MB

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.mp442.42MB

07. Fine-tuned open-source model to compete with Frontier in price prediction/01. Day 1 - Mastering Parameter-Efficient Fine-Tuning LoRa, QLoRA & Hyperparameters.mp433.74MB

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.mp433.64MB

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.mp430.34MB

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.mp428.75MB

07. Fine-tuned open-source model to compete with Frontier in price prediction/34. Day 5 - Visualization of Results Did We Beat GPT-4.mp428.36MB

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.mp427.97MB

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.mp425.31MB

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.mp423.89MB

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.mp421.99MB

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.mp421.89MB

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.mp421.57MB

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.mp420.43MB

07. Fine-tuned open-source model to compete with Frontier in price prediction/23. Day 4 - Keeping Training Costs Low Efficient Fine-Tuning Strategies.mp418.26MB

07. Fine-tuned open-source model to compete with Frontier in price prediction/02. Day 1 - Introduction to LoRA Adaptors Low-Rank Adaptation Explained.mp417.07MB

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.mp414.64MB

07. Fine-tuned open-source model to compete with Frontier in price prediction/18. Day 3 - Learning Rate, Gradient Accumulation, and Optimizers Explained.mp412.22MB

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.mp411.07MB

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.mp411.06MB

07. Fine-tuned open-source model to compete with Frontier in price prediction/22. Day 3 - Monitoring and Managing Training with Weights & Biases.mp49.91MB

07. Fine-tuned open-source model to compete with Frontier in price prediction/17. Day 3 - Understanding Epochs and Batch Sizes in Model Training.mp49.39MB

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.mp49.17MB

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.mp47.99MB

07. Fine-tuned open-source model to compete with Frontier in price prediction/32. Day 5 - Revisiting the Podium Comparing Model Performance Metrics.mp46.19MB

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.mp4154.91MB

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.mp4147.52MB

08. Week 8 - Build Autonomous multi agent system collaborating with models/24. Day 4 - Building an Agent Framework Connecting LLMs and Python Code.mp4118.46MB

08. Week 8 - Build Autonomous multi agent system collaborating with models/21. Day 4 - The 5 Hallmarks of Agentic AI Autonomy, Planning, and Memory.mp4114.88MB

08. Week 8 - Build Autonomous multi agent system collaborating with models/27. Day 5 - AI Agents with Gradio Advanced UI Techniques for Autonomous Systems.mp4106.73MB

08. Week 8 - Build Autonomous multi agent system collaborating with models/14. Day 2 - Building an Ensemble Model Combining LLM, RAG, and Random Forest.mp499.33MB

08. Week 8 - Build Autonomous multi agent system collaborating with models/11. Day 2 - Finding Similar Products Building a RAG Pipeline without LangChain.mp488.47MB

08. Week 8 - Build Autonomous multi agent system collaborating with models/17. Day 3 - Scraping RSS Feeds Building an AI-Powered Deal Selection System.mp488.08MB

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.mp478.17MB

08. Week 8 - Build Autonomous multi agent system collaborating with models/12. Day 2 - RAG Pipeline Implementation Enhancing LLMs with Retrieval Techniques.mp477.76MB

08. Week 8 - Build Autonomous multi agent system collaborating with models/13. Day 2 - Random Forest Regression Using Transformers & ML for Price Prediction.mp476.71MB

08. Week 8 - Build Autonomous multi agent system collaborating with models/08. Day 2 - Building a Massive Chroma Vector Datastore for Advanced RAG Pipelines.mp475.89MB

08. Week 8 - Build Autonomous multi agent system collaborating with models/07. Day 2 - Implementing Agentic Workflows Frontier Models and Vector Stores in RAG.mp466.7MB

08. Week 8 - Build Autonomous multi agent system collaborating with models/04. Day 1 - LLAMA on the Cloud Running Large Models Efficiently.mp461.18MB

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.mp454.23MB

08. Week 8 - Build Autonomous multi agent system collaborating with models/25. Day 4 - Completing Agentic Workflows Scaling for Business Applications.mp453.93MB

08. Week 8 - Build Autonomous multi agent system collaborating with models/16. Day 3 - Enhancing AI Agents with Structured Outputs Pydantic & BaseModel Guide.mp452.7MB

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.mp441.88MB

08. Week 8 - Build Autonomous multi agent system collaborating with models/09. Day 2 - Visualizing Vector Spaces Advanced RAG Techniques for Data Exploration.mp441.38MB

08. Week 8 - Build Autonomous multi agent system collaborating with models/23. Day 4 Implementing Agentic AI Creating a Planning Agent for Automated Workflows.mp440.37MB

08. Week 8 - Build Autonomous multi agent system collaborating with models/10. Day 2 - 3D Visualization Techniques for RAG Exploring Vector Embeddings.mp439.63MB

08. Week 8 - Build Autonomous multi agent system collaborating with models/28. Day 5 - Finalizing the Gradio UI for Our Agentic AI Solution.mp437.29MB

08. Week 8 - Build Autonomous multi agent system collaborating with models/22. Day 4 - Building an Agentic AI System Integrating Pushover for Notifications.mp436.79MB

08. Week 8 - Build Autonomous multi agent system collaborating with models/26. Day 5 - Autonomous AI Agents Building Intelligent Systems Without Human Input.mp423.35MB

08. Week 8 - Build Autonomous multi agent system collaborating with models/19. Day 3 - Optimizing AI Workflows Refining Prompts for Accurate Price Recognition.mp422.36MB

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.mp422.08MB

08. Week 8 - Build Autonomous multi agent system collaborating with models/15. Day 2 - Wrap-Up Finalizing Multi-Agent Systems and RAG Integration.mp417.62MB

08. Week 8 - Build Autonomous multi agent system collaborating with models/03. Day 1 - Unveiling Modal Deploying Serverless Models to the Cloud.mp416.76MB

08. Week 8 - Build Autonomous multi agent system collaborating with models/06. Day 1 - Multiple Production Models Ahead Preparing for Advanced RAG Solutions.mp415.88MB

08. Week 8 - Build Autonomous multi agent system collaborating with models/30. Day 5 - Analyzing Results Monitoring Agent Framework Performance.mp410.13MB

08. Week 8 - Build Autonomous multi agent system collaborating with models/20. Day 3 - Mastering Autonomous Agents Designing Multi-Agent AI Workflows.mp410.04MB