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| 01. A-reminder-of-the-link-to-the-resources-for-the-course.url |
88б |
| 01. Day 1 - Cold Open Jumping Right into LLM Engineering.mp4 |
2.51Мб |
| 01. Day 1 - Cold Open Jumping Right into LLM Engineering.vtt |
996б |
| 01. Day 1 - Fine-Tuning Large Language Models From Inference to Training.mp4 |
91.04Мб |
| 01. Day 1 - Fine-Tuning Large Language Models From Inference to Training.vtt |
12.90Кб |
| 01. Day 1 - From Fine-Tuning to Multi-Agent Systems Next-Level LLM Engineering.mp4 |
41.88Мб |
| 01. Day 1 - From Fine-Tuning to Multi-Agent Systems Next-Level LLM Engineering.vtt |
3.98Кб |
| 01. Day 1 - How to Choose the Right LLM Comparing Open and Closed Source Models.mp4 |
138.48Мб |
| 01. Day 1 - How to Choose the Right LLM Comparing Open and Closed Source Models.vtt |
15.54Кб |
| 01. Day 1 - Hugging Face Tutorial Exploring Open-Source AI Models and Datasets.mp4 |
75.97Мб |
| 01. Day 1 - Hugging Face Tutorial Exploring Open-Source AI Models and Datasets.vtt |
12.15Кб |
| 01. Day 1 - Mastering Multiple AI APIs OpenAI, Claude, and Gemini for LLM Engineers.mp4 |
32.07Мб |
| 01. Day 1 - Mastering Multiple AI APIs OpenAI, Claude, and Gemini for LLM Engineers.vtt |
6.24Кб |
| 01. Day 1 - Mastering Parameter-Efficient Fine-Tuning LoRa, QLoRA & Hyperparameters.mp4 |
33.74Мб |
| 01. Day 1 - Mastering Parameter-Efficient Fine-Tuning LoRa, QLoRA & Hyperparameters.vtt |
4.94Кб |
| 01. Day 1 - RAG Fundamentals Leveraging External Data to Improve LLM Responses.mp4 |
47.88Мб |
| 01. Day 1 - RAG Fundamentals Leveraging External Data to Improve LLM Responses.vtt |
6.48Кб |
| 01. Linked-to-all-colabs-are-in-the-repo-README-and-also-in-the-course-resources-linked-here.url |
88б |
| 02. Day 1 - Building a DIY RAG System Implementing Retrieval-Augmented Generation.mp4 |
160.22Мб |
| 02. Day 1 - Building a DIY RAG System Implementing Retrieval-Augmented Generation.vtt |
15.41Кб |
| 02. Day 1 Building a Multi-Agent AI Architecture for Automated Deal Finding Systems.mp4 |
54.23Мб |
| 02. Day 1 Building a Multi-Agent AI Architecture for Automated Deal Finding Systems.vtt |
10.80Кб |
| 02. Day 1 - Chinchilla Scaling Law Optimizing LLM Parameters and Training Data Size.mp4 |
21.05Мб |
| 02. Day 1 - Chinchilla Scaling Law Optimizing LLM Parameters and Training Data Size.vtt |
6.94Кб |
| 02. Day 1 - Exploring HuggingFace Hub Models, Datasets & Spaces for AI Developers.mp4 |
164.37Мб |
| 02. Day 1 - Exploring HuggingFace Hub Models, Datasets & Spaces for AI Developers.vtt |
15.24Кб |
| 02. Day 1 - Finding and Crafting Datasets for LLM Fine-Tuning Sources & Techniques.mp4 |
18.86Мб |
| 02. Day 1 - Finding and Crafting Datasets for LLM Fine-Tuning Sources & Techniques.vtt |
7.41Кб |
| 02. Day 1 - Introduction to LoRA Adaptors Low-Rank Adaptation Explained.mp4 |
17.07Мб |
| 02. Day 1 - Introduction to LoRA Adaptors Low-Rank Adaptation Explained.vtt |
8.88Кб |
| 02. Day 1 - Setting Up Ollama for Local LLM Deployment on Windows and Mac.mp4 |
7.77Мб |
| 02. Day 1 - Setting Up Ollama for Local LLM Deployment on Windows and Mac.vtt |
5.40Кб |
| 02. Day 1 - Streaming AI Responses Implementing Real-Time LLM Output in Python.mp4 |
79.76Мб |
| 02. Day 1 - Streaming AI Responses Implementing Real-Time LLM Output in Python.vtt |
21.98Кб |
| 02. See-the-first-section-in-this-README-for-instructions-on-setting-up-Ollama.url |
90б |
| 03. Day 1 - Data Curation Techniques for Fine-Tuning LLMs on Product Descriptions.mp4 |
168.16Мб |
| 03. Day 1 - Data Curation Techniques for Fine-Tuning LLMs on Product Descriptions.vtt |
14.89Кб |
| 03. Day 1 - How to Create Adversarial AI Conversations Using OpenAI and Claude APIs.mp4 |
91.12Мб |
| 03. Day 1 - How to Create Adversarial AI Conversations Using OpenAI and Claude APIs.vtt |
14.99Кб |
| 03. Day 1 - Intro to Google Colab Cloud Jupyter Notebooks for Machine Learning.mp4 |
15.48Мб |
| 03. Day 1 - Intro to Google Colab Cloud Jupyter Notebooks for Machine Learning.vtt |
3.94Кб |
| 03. Day 1 - Limitations of LLM Benchmarks Overfitting and Training Data Leakage.mp4 |
58.69Мб |
| 03. Day 1 - Limitations of LLM Benchmarks Overfitting and Training Data Leakage.vtt |
9.17Кб |
| 03. Day 1 - QLoRA Quantization for Efficient Fine-Tuning of Large Language Models.mp4 |
23.89Мб |
| 03. Day 1 - QLoRA Quantization for Efficient Fine-Tuning of Large Language Models.vtt |
6.65Кб |
| 03. Day 1 - Understanding Vector Embeddings The Key to RAG and LLM Retrieval.mp4 |
43.48Мб |
| 03. Day 1 - Understanding Vector Embeddings The Key to RAG and LLM Retrieval.vtt |
11.95Кб |
| 03. Day 1 - Unleashing the Power of Local LLMs Build Spanish Tutor Using Ollama.mp4 |
9.78Мб |
| 03. Day 1 - Unleashing the Power of Local LLMs Build Spanish Tutor Using Ollama.vtt |
5.61Кб |
| 03. Day 1 - Unveiling Modal Deploying Serverless Models to the Cloud.mp4 |
16.76Мб |
| 03. Day 1 - Unveiling Modal Deploying Serverless Models to the Cloud.vtt |
5.77Кб |
| 04. Day 1 - AI Tools Exploring Transformers & Frontier LLMs for Developers.mp4 |
6.07Мб |
| 04. Day 1 - AI Tools Exploring Transformers & Frontier LLMs for Developers.vtt |
1.62Кб |
| 04. Day 1 - Evaluating Large Language Models 6 Next-Level Benchmarks Unveiled.mp4 |
34.16Мб |
| 04. Day 1 - Evaluating Large Language Models 6 Next-Level Benchmarks Unveiled.vtt |
7.21Кб |
| 04. Day 1 - Hugging Face Integration with Google Colab Secrets and API Keys Setup.mp4 |
49.36Мб |
| 04. Day 1 - Hugging Face Integration with Google Colab Secrets and API Keys Setup.vtt |
13.45Кб |
| 04. Day 1 - LLAMA on the Cloud Running Large Models Efficiently.mp4 |
61.18Мб |
| 04. Day 1 - LLAMA on the Cloud Running Large Models Efficiently.vtt |
18.75Кб |
| 04. Day 1 - LLM Engineering Roadmap From Beginner to Master in 8 Weeks.mp4 |
24.93Мб |
| 04. Day 1 - LLM Engineering Roadmap From Beginner to Master in 8 Weeks.vtt |
7.77Кб |
| 04. Day 1 - Optimizing LLMs R, Alpha, and Target Modules in QLoRA Fine-Tuning.mp4 |
11.07Мб |
| 04. Day 1 - Optimizing LLMs R, Alpha, and Target Modules in QLoRA Fine-Tuning.vtt |
6.57Кб |
| 04. Day 1 - Optimizing Training Data Scrubbing Techniques for LLM Fine-Tuning.mp4 |
116.63Мб |
| 04. Day 1 - Optimizing Training Data Scrubbing Techniques for LLM Fine-Tuning.vtt |
18.89Кб |
| 04. Day 2 - Unveiling LangChain Simplify RAG Implementation for LLM Applications.mp4 |
24.63Мб |
| 04. Day 2 - Unveiling LangChain Simplify RAG Implementation for LLM Applications.vtt |
4.64Кб |
| 04. This-webpage-contains-useful-links-and-resources-for-the-8-weeks-ahead-and-is-worth-bookmarking.url |
88б |
| 05. Day 1 - Building a Serverless AI Pricing API Step-by-Step Guide with Modal.mp4 |
147.52Мб |
| 05. Day 1 - Building a Serverless AI Pricing API Step-by-Step Guide with Modal.vtt |
23.98Кб |
| 05. Day 1 - Building LLM Applications Chatbots, RAG, and Agentic AI Projects.mp4 |
27.41Мб |
| 05. Day 1 - Building LLM Applications Chatbots, RAG, and Agentic AI Projects.vtt |
2.66Кб |
| 05. Day 1 - Evaluating LLM Performance Model-Centric vs Business-Centric Metrics.mp4 |
53.87Мб |
| 05. Day 1 - Evaluating LLM Performance Model-Centric vs Business-Centric Metrics.vtt |
10.83Кб |
| 05. Day 1 - HuggingFace OpenLLM Leaderboard Comparing Open-Source Language Models.mp4 |
46.15Мб |
| 05. Day 1 - HuggingFace OpenLLM Leaderboard Comparing Open-Source Language Models.vtt |
11.15Кб |
| 05. Day 1 - Mastering Google Colab Run Open-Source AI Models with Hugging Face.mp4 |
11.24Мб |
| 05. Day 1 - Mastering Google Colab Run Open-Source AI Models with Hugging Face.vtt |
2.24Кб |
| 05. Day 1 - Parameter-Efficient Fine-Tuning PEFT for LLMs with Hugging Face.mp4 |
42.42Мб |
| 05. Day 1 - Parameter-Efficient Fine-Tuning PEFT for LLMs with Hugging Face.vtt |
10.87Кб |
| 05. Day 2 - Building AI UIs with Gradio Quick Prototyping for LLM Engineers.mp4 |
22.87Мб |
| 05. Day 2 - Building AI UIs with Gradio Quick Prototyping for LLM Engineers.vtt |
3.68Кб |
| 05. Day 2 - LangChain Text Splitter Tutorial Optimizing Chunks for RAG Systems.mp4 |
155.53Мб |
| 05. Day 2 - LangChain Text Splitter Tutorial Optimizing Chunks for RAG Systems.vtt |
13.46Кб |
| 06. Day 1 - From Wall Street to AI Ed Donner's Path to Becoming an LLM Engineer.mp4 |
13.13Мб |
| 06. Day 1 - From Wall Street to AI Ed Donner's Path to Becoming an LLM Engineer.vtt |
2.94Кб |
| 06. Day 1 - How to Quantize LLMs Reducing Model Size with 8-bit Precision.mp4 |
27.97Мб |
| 06. Day 1 - How to Quantize LLMs Reducing Model Size with 8-bit Precision.vtt |
4.43Кб |
| 06. Day 1 - Master LLM Leaderboards Comparing Open Source and Closed Source Models.mp4 |
8.38Мб |
| 06. Day 1 - Master LLM Leaderboards Comparing Open Source and Closed Source Models.vtt |
2.11Кб |
| 06. Day 1 - Multiple Production Models Ahead Preparing for Advanced RAG Solutions.mp4 |
15.88Мб |
| 06. Day 1 - Multiple Production Models Ahead Preparing for Advanced RAG Solutions.vtt |
3.78Кб |
| 06. Day 2 - Gradio Tutorial Create Interactive AI Interfaces for OpenAI GPT Models.mp4 |
96.43Мб |
| 06. Day 2 - Gradio Tutorial Create Interactive AI Interfaces for OpenAI GPT Models.vtt |
14.98Кб |
| 06. Day 2 - Hugging Face Transformers Using Pipelines for AI Tasks in Python.mp4 |
32.76Мб |
| 06. Day 2 - Hugging Face Transformers Using Pipelines for AI Tasks in Python.vtt |
4.87Кб |
| 06. Day 2 - LLM Deployment Pipeline From Business Problem to Production Solution.mp4 |
100.59Мб |
| 06. Day 2 - LLM Deployment Pipeline From Business Problem to Production Solution.vtt |
9.97Кб |
| 06. Day 2 - Preparing for Vector Databases OpenAI Embeddings and Chroma in RAG.mp4 |
5.38Мб |
| 06. Day 2 - Preparing for Vector Databases OpenAI Embeddings and Chroma in RAG.vtt |
1.66Кб |
| 06. This-is-my-LinkedIn-I-always-welcome-connecting-on-LinkedIn-and-Im-always-up-for-questions-and-ideas.url |
63б |
| 07. Day 1 Double Quantization & NF4 Advanced Techniques for 4-Bit LLM Optimization.mp4 |
11.06Мб |
| 07. Day 1 Double Quantization & NF4 Advanced Techniques for 4-Bit LLM Optimization.vtt |
4.45Кб |
| 07. Day 1 - Setting Up Your LLM Development Environment Tools and Best Practices.mp4 |
86.48Мб |
| 07. Day 1 - Setting Up Your LLM Development Environment Tools and Best Practices.vtt |
8.73Кб |
| 07. Day 2 - Comparing LLMs Top 6 Leaderboards for Evaluating Language Models.mp4 |
43.30Мб |
| 07. Day 2 - Comparing LLMs Top 6 Leaderboards for Evaluating Language Models.vtt |
6.71Кб |
| 07. Day 2 - Hugging Face Pipelines Simplifying AI Tasks with Transformers Library.mp4 |
169.68Мб |
| 07. Day 2 - Hugging Face Pipelines Simplifying AI Tasks with Transformers Library.vtt |
15.80Кб |
| 07. Day 2 - Implementing Agentic Workflows Frontier Models and Vector Stores in RAG.mp4 |
66.70Мб |
| 07. Day 2 - Implementing Agentic Workflows Frontier Models and Vector Stores in RAG.vtt |
6.70Кб |
| 07. Day 2 - Implementing Streaming Responses with GPT and Claude in Gradio UI.mp4 |
22.52Мб |
| 07. Day 2 - Implementing Streaming Responses with GPT and Claude in Gradio UI.vtt |
7.41Кб |
| 07. Day 2 - Prompting, RAG, and Fine-Tuning When to Use Each Approach.mp4 |
69.09Мб |
| 07. Day 2 - Prompting, RAG, and Fine-Tuning When to Use Each Approach.vtt |
11.62Кб |
| 07. Day 3 - Mastering Vector Embeddings OpenAI and Chroma for LLM Engineering.mp4 |
48.98Мб |
| 07. Day 3 - Mastering Vector Embeddings OpenAI and Chroma for LLM Engineering.vtt |
5.29Кб |
| 07. The-repo-for-the-course-including-README.url |
70б |
| 08. Day 1 - Exploring PEFT Models The Role of LoRA Adapters in LLM Fine-Tuning.mp4 |
28.75Мб |
| 08. Day 1 - Exploring PEFT Models The Role of LoRA Adapters in LLM Fine-Tuning.vtt |
7.87Кб |
| 08. Day 1 - Mac Setup Guide Jupyter Lab and Conda for LLM Projects.mp4 |
65.54Мб |
| 08. Day 1 - Mac Setup Guide Jupyter Lab and Conda for LLM Projects.vtt |
9.47Кб |
| 08. Day 2 - Building a Massive Chroma Vector Datastore for Advanced RAG Pipelines.mp4 |
75.89Мб |
| 08. Day 2 - Building a Massive Chroma Vector Datastore for Advanced RAG Pipelines.vtt |
11.78Кб |
| 08. Day 2 - Building a Multi-Model AI Chat Interface with Gradio GPT vs Claude.mp4 |
39.90Мб |
| 08. Day 2 - Building a Multi-Model AI Chat Interface with Gradio GPT vs Claude.vtt |
11.24Кб |
| 08. Day 2 - Mastering HuggingFace Pipelines Efficient AI Inference for ML Tasks.mp4 |
7.78Мб |
| 08. Day 2 - Mastering HuggingFace Pipelines Efficient AI Inference for ML Tasks.vtt |
2.17Кб |
| 08. Day 2 - Productionizing LLMs Best Practices for Deploying AI Models at Scale.mp4 |
5.43Мб |
| 08. Day 2 - Productionizing LLMs Best Practices for Deploying AI Models at Scale.vtt |
2.16Кб |
| 08. Day 2 - Specialized LLM Leaderboards Finding the Best Model for Your Use Case.mp4 |
75.36Мб |
| 08. Day 2 - Specialized LLM Leaderboards Finding the Best Model for Your Use Case.vtt |
9.08Кб |
| 08. Day 3 - Visualizing Embeddings Exploring Multi-Dimensional Space with t-SNE.mp4 |
255.85Мб |
| 08. Day 3 - Visualizing Embeddings Exploring Multi-Dimensional Space with t-SNE.vtt |
21.72Кб |
| 08. The-repo-for-the-course-including-README.url |
70б |
| 09. Day 1 - Model Size Summary Comparing Quantized and Fine-Tuned Models.mp4 |
7.99Мб |
| 09. Day 1 - Model Size Summary Comparing Quantized and Fine-Tuned Models.vtt |
2.17Кб |
| 09. Day 1 - Setting Up Anaconda for LLM Engineering Windows Installation Guide.mp4 |
135.46Мб |
| 09. Day 1 - Setting Up Anaconda for LLM Engineering Windows Installation Guide.vtt |
15.82Кб |
| 09. Day 2 - Building Advanced AI UIs From OpenAI API to Chat Interfaces with Gradio.mp4 |
6.41Мб |
| 09. Day 2 - Building Advanced AI UIs From OpenAI API to Chat Interfaces with Gradio.vtt |
1.69Кб |
| 09. Day 2 - LLAMA vs GPT-4 Benchmarking Large Language Models for Code Generation.mp4 |
44.17Мб |
| 09. Day 2 - LLAMA vs GPT-4 Benchmarking Large Language Models for Code Generation.vtt |
14.48Кб |
| 09. Day 2 - Optimizing Large Datasets for Model Training Data Curation Strategies.mp4 |
82.84Мб |
| 09. Day 2 - Optimizing Large Datasets for Model Training Data Curation Strategies.vtt |
11.68Кб |
| 09. Day 2 - Visualizing Vector Spaces Advanced RAG Techniques for Data Exploration.mp4 |
41.38Мб |
| 09. Day 2 - Visualizing Vector Spaces Advanced RAG Techniques for Data Exploration.vtt |
5.68Кб |
| 09. Day 3 - Building RAG Pipelines From Vectors to Embeddings with LangChain.mp4 |
18.89Мб |
| 09. Day 3 - Building RAG Pipelines From Vectors to Embeddings with LangChain.vtt |
3.63Кб |
| 09. Day 3 - Exploring Tokenizers in Open-Source AI Llama, Phi-2, Qwen, & Starcoder.mp4 |
42.55Мб |
| 09. Day 3 - Exploring Tokenizers in Open-Source AI Llama, Phi-2, Qwen, & Starcoder.vtt |
6.54Кб |
| 09. The-repo-for-the-course-including-README.url |
70б |
| 10. Day 1 - Alternative Python Setup for LLM Projects Virtualenv vs. Anaconda Guide.mp4 |
88.59Мб |
| 10. Day 1 - Alternative Python Setup for LLM Projects Virtualenv vs. Anaconda Guide.vtt |
8.49Кб |
| 10. Day 2 - 3D Visualization Techniques for RAG Exploring Vector Embeddings.mp4 |
39.63Мб |
| 10. Day 2 - 3D Visualization Techniques for RAG Exploring Vector Embeddings.vtt |
2.69Кб |
| 10. Day 2 - How to Choose the Best Base Model for Fine-Tuning Large Language Models.mp4 |
60.74Мб |
| 10. Day 2 - How to Choose the Best Base Model for Fine-Tuning Large Language Models.vtt |
8.14Кб |
| 10. Day 2 - How to Create a Balanced Dataset for LLM Training Curation Techniques.mp4 |
52.16Мб |
| 10. Day 2 - How to Create a Balanced Dataset for LLM Training Curation Techniques.vtt |
14.28Кб |
| 10. Day 2 - Human-Rated Language Models Understanding the LM Sys Chatbot Arena.mp4 |
28.70Мб |
| 10. Day 2 - Human-Rated Language Models Understanding the LM Sys Chatbot Arena.vtt |
8.61Кб |
| 10. Day 3 - Building AI Chatbots Mastering Gradio for Customer Support Assistants.mp4 |
37.63Мб |
| 10. Day 3 - Building AI Chatbots Mastering Gradio for Customer Support Assistants.vtt |
5.82Кб |
| 10. Day 3 - Tokenization Techniques in AI Using AutoTokenizer with LLAMA 3.1 Model.mp4 |
92.13Мб |
| 10. Day 3 - Tokenization Techniques in AI Using AutoTokenizer with LLAMA 3.1 Model.vtt |
13.86Кб |
| 10. Day 4 - Implementing RAG Pipeline LLM, Retriever, and Memory in LangChain.mp4 |
41.00Мб |
| 10. Day 4 - Implementing RAG Pipeline LLM, Retriever, and Memory in LangChain.vtt |
5.94Кб |
| 10. The-repo-for-the-course-including-README.url |
70б |
| 11. Day 1- Setting Up OpenAI API for LLM Development Keys, Pricing & Best Practices.mp4 |
89.86Мб |
| 11. Day 1- Setting Up OpenAI API for LLM Development Keys, Pricing & Best Practices.vtt |
9.06Кб |
| 11. Day 2 - Commercial Applications of Large Language Models From Law to Education.mp4 |
49.57Мб |
| 11. Day 2 - Commercial Applications of Large Language Models From Law to Education.vtt |
6.40Кб |
| 11. Day 2 - Finalizing Dataset Curation Analyzing Price-Description Correlations.mp4 |
95.31Мб |
| 11. Day 2 - Finalizing Dataset Curation Analyzing Price-Description Correlations.vtt |
14.17Кб |
| 11. Day 2 - Finding Similar Products Building a RAG Pipeline without LangChain.mp4 |
88.47Мб |
| 11. Day 2 - Finding Similar Products Building a RAG Pipeline without LangChain.vtt |
9.60Кб |
| 11. Day 2 - Selecting the Best Base Model Analyzing HuggingFace's LLM Leaderboard.mp4 |
33.64Мб |
| 11. Day 2 - Selecting the Best Base Model Analyzing HuggingFace's LLM Leaderboard.vtt |
7.85Кб |
| 11. Day 3 - Build a Conversational AI Chatbot with OpenAI & Gradio Step-by-Step.mp4 |
61.82Мб |
| 11. Day 3 - Build a Conversational AI Chatbot with OpenAI & Gradio Step-by-Step.vtt |
15.81Кб |
| 11. Day 3 - Comparing Tokenizers Llama, PHI-3, and QWEN2 for Open-Source AI Models.mp4 |
91.82Мб |
| 11. Day 3 - Comparing Tokenizers Llama, PHI-3, and QWEN2 for Open-Source AI Models.vtt |
12.98Кб |
| 11. Day 4 - Mastering Retrieval-Augmented Generation Hands-On LLM Integration.mp4 |
77.43Мб |
| 11. Day 4 - Mastering Retrieval-Augmented Generation Hands-On LLM Integration.vtt |
13.36Кб |
| 12. Day 1 - Creating a .env File for Storing API Keys Safely.mp4 |
11.66Мб |
| 12. Day 1 - Creating a .env File for Storing API Keys Safely.vtt |
6.73Кб |
| 12. Day 2 - Comparing Frontier and Open-Source LLMs for Code Conversion Projects.mp4 |
31.82Мб |
| 12. Day 2 - Comparing Frontier and Open-Source LLMs for Code Conversion Projects.vtt |
3.73Кб |
| 12. Day 2 - Exploring Tokenizers Comparing LLAMA, QWEN, and Other LLM Models.mp4 |
25.31Мб |
| 12. Day 2 - Exploring Tokenizers Comparing LLAMA, QWEN, and Other LLM Models.vtt |
5.75Кб |
| 12. Day 2 - How to Create and Upload a High-Quality Dataset on HuggingFace.mp4 |
7.80Мб |
| 12. Day 2 - How to Create and Upload a High-Quality Dataset on HuggingFace.vtt |
1.97Кб |
| 12. Day 2 - RAG Pipeline Implementation Enhancing LLMs with Retrieval Techniques.mp4 |
77.76Мб |
| 12. Day 2 - RAG Pipeline Implementation Enhancing LLMs with Retrieval Techniques.vtt |
8.78Кб |
| 12. Day 3 - Enhancing Chatbots with Multi-Shot Prompting and Context Enrichment.mp4 |
40.56Мб |
| 12. Day 3 - Enhancing Chatbots with Multi-Shot Prompting and Context Enrichment.vtt |
12.48Кб |
| 12. Day 3 - Hugging Face Tokenizers Preparing for Advanced AI Text Generation.mp4 |
3.93Мб |
| 12. Day 3 - Hugging Face Tokenizers Preparing for Advanced AI Text Generation.vtt |
1.05Кб |
| 12. Day 4 - Master RAG Pipeline Building Efficient RAG Systems.mp4 |
17.59Мб |
| 12. Day 4 - Master RAG Pipeline Building Efficient RAG Systems.vtt |
2.48Кб |
| 13. Day 1- Instant Gratification Project Creating an AI-Powered Web Page Summarizer.mp4 |
72.91Мб |
| 13. Day 1- Instant Gratification Project Creating an AI-Powered Web Page Summarizer.vtt |
13.20Кб |
| 13. Day 2 - Optimizing LLM Performance Loading and Tokenizing Llama 3.1 Base Model.mp4 |
69.83Мб |
| 13. Day 2 - Optimizing LLM Performance Loading and Tokenizing Llama 3.1 Base Model.vtt |
11.67Кб |
| 13. Day 2 - Random Forest Regression Using Transformers & ML for Price Prediction.mp4 |
76.71Мб |
| 13. Day 2 - Random Forest Regression Using Transformers & ML for Price Prediction.vtt |
9.00Кб |
| 13. Day 3 - Feature Engineering and Bag of Words Building ML Baselines for NLP.mp4 |
64.51Мб |
| 13. Day 3 - Feature Engineering and Bag of Words Building ML Baselines for NLP.vtt |
9.07Кб |
| 13. Day 3 - Leveraging Frontier Models for High-Performance Code Generation in C++.mp4 |
28.98Мб |
| 13. Day 3 - Leveraging Frontier Models for High-Performance Code Generation in C++.vtt |
3.29Кб |
| 13. Day 3 - Mastering AI Tools Empowering LLMs to Run Code on Your Machine.mp4 |
12.18Мб |
| 13. Day 3 - Mastering AI Tools Empowering LLMs to Run Code on Your Machine.vtt |
3.10Кб |
| 13. Day 4 - Hugging Face Model Class Running Inference on Open-Source AI Models.mp4 |
29.58Мб |
| 13. Day 4 - Hugging Face Model Class Running Inference on Open-Source AI Models.vtt |
4.28Кб |
| 13. Day 5 - Optimizing RAG Systems Troubleshooting and Fixing Common Problems.mp4 |
10.37Мб |
| 13. Day 5 - Optimizing RAG Systems Troubleshooting and Fixing Common Problems.vtt |
1.42Кб |
| 14. Day 1 - Implementing Text Summarization Using OpenAI's GPT-4 and Beautiful Soup.mp4 |
139.87Мб |
| 14. Day 1 - Implementing Text Summarization Using OpenAI's GPT-4 and Beautiful Soup.vtt |
17.26Кб |
| 14. Day 2 - Building an Ensemble Model Combining LLM, RAG, and Random Forest.mp4 |
99.33Мб |
| 14. Day 2 - Building an Ensemble Model Combining LLM, RAG, and Random Forest.vtt |
11.85Кб |
| 14. Day 2 - Quantization Impact on LLMs Analyzing Performance Metrics and Errors.mp4 |
43.72Мб |
| 14. Day 2 - Quantization Impact on LLMs Analyzing Performance Metrics and Errors.vtt |
6.93Кб |
| 14. Day 3 - Baseline Models in ML Implementing Simple Prediction Functions.mp4 |
235.84Мб |
| 14. Day 3 - Baseline Models in ML Implementing Simple Prediction Functions.vtt |
22.13Кб |
| 14. Day 3 - Comparing Top LLMs for Code Generation GPT-4 vs Claude 3.5 Sonnet.mp4 |
39.92Мб |
| 14. Day 3 - Comparing Top LLMs for Code Generation GPT-4 vs Claude 3.5 Sonnet.vtt |
10.71Кб |
| 14. Day 4 - Hugging Face Transformers Loading & Quantizing LLMs with Bits & Bytes.mp4 |
72.71Мб |
| 14. Day 4 - Hugging Face Transformers Loading & Quantizing LLMs with Bits & Bytes.vtt |
17.42Кб |
| 14. Day 4 - Using AI Tools with LLMs Enhancing Large Language Model Capabilities.mp4 |
93.48Мб |
| 14. Day 4 - Using AI Tools with LLMs Enhancing Large Language Model Capabilities.vtt |
9.20Кб |
| 14. Day 5 - Switching Vector Stores FAISS vs Chroma in LangChain RAG Pipelines.mp4 |
63.31Мб |
| 14. Day 5 - Switching Vector Stores FAISS vs Chroma in LangChain RAG Pipelines.vtt |
11.26Кб |
| 15. Day 1 - Wrapping Up Day 1 Key Takeaways and Next Steps in LLM Engineering.mp4 |
13.22Мб |
| 15. Day 1 - Wrapping Up Day 1 Key Takeaways and Next Steps in LLM Engineering.vtt |
3.56Кб |
| 15. Day 2 - Comparing LLMs GPT-4 vs LLAMA 3.1 in Parameter-Efficient Tuning.mp4 |
21.99Мб |
| 15. Day 2 - Comparing LLMs GPT-4 vs LLAMA 3.1 in Parameter-Efficient Tuning.vtt |
4.18Кб |
| 15. Day 2 - Wrap-Up Finalizing Multi-Agent Systems and RAG Integration.mp4 |
17.62Мб |
| 15. Day 2 - Wrap-Up Finalizing Multi-Agent Systems and RAG Integration.vtt |
2.13Кб |
| 15. Day 3 Feature Engineering Techniques for Amazon Product Price Prediction Models.mp4 |
89.46Мб |
| 15. Day 3 Feature Engineering Techniques for Amazon Product Price Prediction Models.vtt |
11.30Кб |
| 15. Day 3 - Optimizing Python Code with Large Language Models GPT-4 vs Claude 3.5.mp4 |
31.62Мб |
| 15. Day 3 - Optimizing Python Code with Large Language Models GPT-4 vs Claude 3.5.vtt |
9.79Кб |
| 15. Day 4 - Building an AI Airline Assistant Implementing Tools with OpenAI GPT-4.mp4 |
24.09Мб |
| 15. Day 4 - Building an AI Airline Assistant Implementing Tools with OpenAI GPT-4.vtt |
8.15Кб |
| 15. Day 4 - Hugging Face Transformers Generating Jokes with Open-Source AI Models.mp4 |
53.44Мб |
| 15. Day 4 - Hugging Face Transformers Generating Jokes with Open-Source AI Models.vtt |
12.55Кб |
| 15. Day 5 - Demystifying LangChain Behind-the-Scenes of RAG Pipeline Construction.mp4 |
9.26Мб |
| 15. Day 5 - Demystifying LangChain Behind-the-Scenes of RAG Pipeline Construction.vtt |
4.08Кб |
| 16. Day 2 - Mastering LLM Engineering Key Skills and Tools for AI Development.mp4 |
99.70Мб |
| 16. Day 2 - Mastering LLM Engineering Key Skills and Tools for AI Development.vtt |
9.43Кб |
| 16. Day 3 - Code Generation Pitfalls When Large Language Models Produce Errors.mp4 |
23.49Мб |
| 16. Day 3 - Code Generation Pitfalls When Large Language Models Produce Errors.vtt |
6.39Кб |
| 16. Day 3 - Enhancing AI Agents with Structured Outputs Pydantic & BaseModel Guide.mp4 |
52.70Мб |
| 16. Day 3 - Enhancing AI Agents with Structured Outputs Pydantic & BaseModel Guide.vtt |
5.17Кб |
| 16. Day 3 - Optimizing LLM Performance Advanced Feature Engineering Strategies.mp4 |
52.09Мб |
| 16. Day 3 - Optimizing LLM Performance Advanced Feature Engineering Strategies.vtt |
9.49Кб |
| 16. Day 3 - QLoRA Hyperparameters Mastering Fine-Tuning for Large Language Models.mp4 |
21.57Мб |
| 16. Day 3 - QLoRA Hyperparameters Mastering Fine-Tuning for Large Language Models.vtt |
11.24Кб |
| 16. Day 4 - How to Equip LLMs with Custom Tools OpenAI Function Calling Tutorial.mp4 |
51.68Мб |
| 16. Day 4 - How to Equip LLMs with Custom Tools OpenAI Function Calling Tutorial.vtt |
13.90Кб |
| 16. Day 4 - Mastering Hugging Face Transformers Models, Pipelines, and Tokenizers.mp4 |
6.70Мб |
| 16. Day 4 - Mastering Hugging Face Transformers Models, Pipelines, and Tokenizers.vtt |
1.73Кб |
| 16. Day 5 - Debugging RAG Optimizing Context Retrieval in LangChain.mp4 |
86.44Мб |
| 16. Day 5 - Debugging RAG Optimizing Context Retrieval in LangChain.vtt |
13.21Кб |
| 17. Day 2 - Understanding Frontier Models GPT, Claude, and Open Source LLMs.mp4 |
19.19Мб |
| 17. Day 2 - Understanding Frontier Models GPT, Claude, and Open Source LLMs.vtt |
9.74Кб |
| 17. Day 3 - Blazing Fast Code Generation How Claude Outperforms Python by 13,000x.mp4 |
18.32Мб |
| 17. Day 3 - Blazing Fast Code Generation How Claude Outperforms Python by 13,000x.vtt |
5.29Кб |
| 17. Day 3 - Linear Regression for LLM Fine-Tuning Baseline Model Comparison.mp4 |
58.88Мб |
| 17. Day 3 - Linear Regression for LLM Fine-Tuning Baseline Model Comparison.vtt |
7.00Кб |
| 17. Day 3 - Scraping RSS Feeds Building an AI-Powered Deal Selection System.mp4 |
88.08Мб |
| 17. Day 3 - Scraping RSS Feeds Building an AI-Powered Deal Selection System.vtt |
14.57Кб |
| 17. Day 3 - Understanding Epochs and Batch Sizes in Model Training.mp4 |
9.39Мб |
| 17. Day 3 - Understanding Epochs and Batch Sizes in Model Training.vtt |
5.76Кб |
| 17. Day 4 - Mastering AI Tools Building Advanced LLM-Powered Assistants with APIs.mp4 |
5.52Мб |
| 17. Day 4 - Mastering AI Tools Building Advanced LLM-Powered Assistants with APIs.vtt |
1.43Кб |
| 17. Day 5 - Build Your Personal AI Knowledge Worker RAG for Productivity Boost.mp4 |
67.51Мб |
| 17. Day 5 - Build Your Personal AI Knowledge Worker RAG for Productivity Boost.vtt |
8.91Кб |
| 17. Day 5 - Combining Frontier & Open-Source Models for Audio-to-Text Summarization.mp4 |
35.05Мб |
| 17. Day 5 - Combining Frontier & Open-Source Models for Audio-to-Text Summarization.vtt |
3.95Кб |
| 18. Day 2 - How to Use Ollama for Local LLM Inference Python Tutorial with Jupyter.mp4 |
68.28Мб |
| 18. Day 2 - How to Use Ollama for Local LLM Inference Python Tutorial with Jupyter.vtt |
8.28Кб |
| 18. Day 3 - Bag of Words NLP Implementing Count Vectorizer for Text Analysis in ML.mp4 |
82.40Мб |
| 18. Day 3 - Bag of Words NLP Implementing Count Vectorizer for Text Analysis in ML.vtt |
9.10Кб |
| 18. Day 3 - Building a Gradio UI for Code Generation with Large Language Models.mp4 |
19.32Мб |
| 18. Day 3 - Learning Rate, Gradient Accumulation, and Optimizers Explained.mp4 |
12.22Мб |
| 18. Day 3 - Learning Rate, Gradient Accumulation, and Optimizers Explained.vtt |
6.56Кб |
| 18. Day 3 - Structured Outputs in AI Implementing GPT-4 for Detailed Deal Selection.mp4 |
154.91Мб |
| 18. Day 3 - Structured Outputs in AI Implementing GPT-4 for Detailed Deal Selection.vtt |
12.79Кб |
| 18. Day 5 - Multimodal AI Assistants Integrating Image and Sound Generation.mp4 |
60.37Мб |
| 18. Day 5 - Multimodal AI Assistants Integrating Image and Sound Generation.vtt |
6.02Кб |
| 18. Day 5 - Using Hugging Face & OpenAI for AI-Powered Meeting Minutes Generation.mp4 |
108.15Мб |
| 18. Day 5 - Using Hugging Face & OpenAI for AI-Powered Meeting Minutes Generation.vtt |
14.98Кб |
| 19. Day 2 - Hands-On LLM Task Comparing OpenAI and Ollama for Text Summarization.mp4 |
3.69Мб |
| 19. Day 2 - Hands-On LLM Task Comparing OpenAI and Ollama for Text Summarization.vtt |
998б |
| 19. Day 3 - Optimizing AI Workflows Refining Prompts for Accurate Price Recognition.mp4 |
22.36Мб |
| 19. Day 3 - Optimizing AI Workflows Refining Prompts for Accurate Price Recognition.vtt |
3.58Кб |
| 19. Day 3 - Optimizing C++ Code Generation Comparing GPT and Claude Performance.mp4 |
32.46Мб |
| 19. Day 3 - Optimizing C++ Code Generation Comparing GPT and Claude Performance.vtt |
9.04Кб |
| 19. Day 3 - Setting Up the Training Process for Fine-Tuning.mp4 |
66.90Мб |
| 19. Day 3 - Setting Up the Training Process for Fine-Tuning.vtt |
22.02Кб |
| 19. Day 3 - Support Vector Regression vs Random Forest Machine Learning Face-Off.mp4 |
60.70Мб |
| 19. Day 3 - Support Vector Regression vs Random Forest Machine Learning Face-Off.vtt |
7.41Кб |
| 19. Day 5 - Build a Synthetic Test Data Generator Open-Source AI Model for Business.mp4 |
51.22Мб |
| 19. Day 5 - Build a Synthetic Test Data Generator Open-Source AI Model for Business.vtt |
6.07Кб |
| 19. Day 5 - Multimodal AI Integrating DALL-E 3 Image Generation in JupyterLab.mp4 |
136.54Мб |
| 19. Day 5 - Multimodal AI Integrating DALL-E 3 Image Generation in JupyterLab.vtt |
10.50Кб |
| 20. Day 3 - Comparing GPT-4 and Claude for Code Generation Performance Benchmarks.mp4 |
40.46Мб |
| 20. Day 3 - Comparing GPT-4 and Claude for Code Generation Performance Benchmarks.vtt |
5.61Кб |
| 20. Day 3 - Comparing Traditional ML Models From Random to Random Forest.mp4 |
26.54Мб |
| 20. Day 3 - Comparing Traditional ML Models From Random to Random Forest.vtt |
5.17Кб |
| 20. Day 3 - Configuring SFTTrainer for 4-Bit Quantized LoRA Fine-Tuning of LLMs.mp4 |
69.97Мб |
| 20. Day 3 - Configuring SFTTrainer for 4-Bit Quantized LoRA Fine-Tuning of LLMs.vtt |
12.61Кб |
| 20. Day 3 - Frontier AI Models Comparing GPT-4, Claude, Gemini, and LLAMA.mp4 |
61.31Мб |
| 20. Day 3 - Frontier AI Models Comparing GPT-4, Claude, Gemini, and LLAMA.vtt |
9.57Кб |
| 20. Day 3 - Mastering Autonomous Agents Designing Multi-Agent AI Workflows.mp4 |
10.04Мб |
| 20. Day 3 - Mastering Autonomous Agents Designing Multi-Agent AI Workflows.vtt |
2.28Кб |
| 20. Day 5 - Build a Multimodal AI Agent Integrating Audio & Image Tools.mp4 |
27.45Мб |
| 20. Day 5 - Build a Multimodal AI Agent Integrating Audio & Image Tools.vtt |
7.72Кб |
| 21. Day 3 - Comparing Leading LLMs Strengths and Business Applications.mp4 |
5.18Мб |
| 21. Day 3 - Comparing Leading LLMs Strengths and Business Applications.vtt |
2.49Кб |
| 21. Day 3 - Fine-Tuning LLMs Launching the Training Process with QLoRA.mp4 |
14.64Мб |
| 21. Day 3 - Fine-Tuning LLMs Launching the Training Process with QLoRA.vtt |
4.10Кб |
| 21. Day 4 - Evaluating Frontier Models Comparing Performance to Baseline Frameworks.mp4 |
22.48Мб |
| 21. Day 4 - Evaluating Frontier Models Comparing Performance to Baseline Frameworks.vtt |
2.00Кб |
| 21. Day 4 - Open Source LLMs for Code Generation Hugging Face Endpoints Explored.mp4 |
30.06Мб |
| 21. Day 4 - Open Source LLMs for Code Generation Hugging Face Endpoints Explored.vtt |
2.24Кб |
| 21. Day 4 - The 5 Hallmarks of Agentic AI Autonomy, Planning, and Memory.mp4 |
114.88Мб |
| 21. Day 4 - The 5 Hallmarks of Agentic AI Autonomy, Planning, and Memory.vtt |
13.94Кб |
| 21. Day 5 - How to Build a Multimodal AI Assistant Integrating Tools and Agents.mp4 |
44.02Мб |
| 21. Day 5 - How to Build a Multimodal AI Assistant Integrating Tools and Agents.vtt |
5.79Кб |
| 22. Day 3 - Exploring GPT-4o vs O1 Preview Key Differences in Performance.mp4 |
8.51Мб |
| 22. Day 3 - Exploring GPT-4o vs O1 Preview Key Differences in Performance.vtt |
4.86Кб |
| 22. Day 3 - Monitoring and Managing Training with Weights & Biases.mp4 |
9.91Мб |
| 22. Day 3 - Monitoring and Managing Training with Weights & Biases.vtt |
2.66Кб |
| 22. Day 4 - Building an Agentic AI System Integrating Pushover for Notifications.mp4 |
36.79Мб |
| 22. Day 4 - Building an Agentic AI System Integrating Pushover for Notifications.vtt |
12.13Кб |
| 22. Day 4 - How to Use HuggingFace Inference Endpoints for Code Generation Models.mp4 |
31.04Мб |
| 22. Day 4 - How to Use HuggingFace Inference Endpoints for Code Generation Models.vtt |
10.40Кб |
| 22. Day 4 - Human vs AI Evaluating Price Prediction Performance in Frontier Models.mp4 |
115.03Мб |
| 22. Day 4 - Human vs AI Evaluating Price Prediction Performance in Frontier Models.vtt |
13.91Кб |
| 23. Day 3 - Creativity and Coding Leveraging GPT-4o’s Canvas Feature.mp4 |
16.72Мб |
| 23. Day 3 - Creativity and Coding Leveraging GPT-4o’s Canvas Feature.vtt |
7.16Кб |
| 23. Day 4 - GPT-4o Mini Frontier AI Model Evaluation for Price Estimation Tasks.mp4 |
115.10Мб |
| 23. Day 4 - GPT-4o Mini Frontier AI Model Evaluation for Price Estimation Tasks.vtt |
12.73Кб |
| 23. Day 4 Implementing Agentic AI Creating a Planning Agent for Automated Workflows.mp4 |
40.37Мб |
| 23. Day 4 Implementing Agentic AI Creating a Planning Agent for Automated Workflows.vtt |
9.51Кб |
| 23. Day 4 - Integrating Open-Source Models with Frontier LLMs for Code Generation.mp4 |
56.02Мб |
| 23. Day 4 - Integrating Open-Source Models with Frontier LLMs for Code Generation.vtt |
8.70Кб |
| 23. Day 4 - Keeping Training Costs Low Efficient Fine-Tuning Strategies.mp4 |
18.26Мб |
| 23. Day 4 - Keeping Training Costs Low Efficient Fine-Tuning Strategies.vtt |
2.45Кб |
| 24. Day 3 - Claude 3.5’s Alignment and Artifact Creation A Deep Dive.mp4 |
24.50Мб |
| 24. Day 3 - Claude 3.5’s Alignment and Artifact Creation A Deep Dive.vtt |
6.42Кб |
| 24. Day 4 - Building an Agent Framework Connecting LLMs and Python Code.mp4 |
118.46Мб |
| 24. Day 4 - Building an Agent Framework Connecting LLMs and Python Code.vtt |
18.42Кб |
| 24. Day 4 - Comparing Code Generation GPT-4, Claude, and CodeQuen LLMs.mp4 |
92.87Мб |
| 24. Day 4 - Comparing Code Generation GPT-4, Claude, and CodeQuen LLMs.vtt |
12.15Кб |
| 24. Day 4 - Comparing GPT-4 and Claude Model Performance in Price Prediction Tasks.mp4 |
132.05Мб |
| 24. Day 4 - Comparing GPT-4 and Claude Model Performance in Price Prediction Tasks.vtt |
10.42Кб |
| 24. Day 4 - Efficient Fine-Tuning Using Smaller Datasets for QLoRA Training.mp4 |
47.84Мб |
| 24. Day 4 - Efficient Fine-Tuning Using Smaller Datasets for QLoRA Training.vtt |
7.73Кб |
| 25. Day 3 - AI Model Comparison Gemini vs Cohere for Whimsical and Analytical Tasks.mp4 |
16.37Мб |
| 25. Day 3 - AI Model Comparison Gemini vs Cohere for Whimsical and Analytical Tasks.vtt |
5.28Кб |
| 25. Day 4 - Completing Agentic Workflows Scaling for Business Applications.mp4 |
53.93Мб |
| 25. Day 4 - Completing Agentic Workflows Scaling for Business Applications.vtt |
6.10Кб |
| 25. Day 4 - Frontier AI Capabilities LLMs Outperforming Traditional ML Models.mp4 |
26.03Мб |
| 25. Day 4 - Frontier AI Capabilities LLMs Outperforming Traditional ML Models.vtt |
4.54Кб |
| 25. Day 4 - Mastering Code Generation with LLMs Techniques and Model Selection.mp4 |
10.98Мб |
| 25. Day 4 - Mastering Code Generation with LLMs Techniques and Model Selection.vtt |
2.08Кб |
| 25. Day 4 - Visualizing LLM Fine-Tuning Progress with Weights and Biases Charts.mp4 |
56.46Мб |
| 25. Day 4 - Visualizing LLM Fine-Tuning Progress with Weights and Biases Charts.vtt |
18.64Кб |
| 26. Day 3 - Evaluating Meta AI and Perplexity Nuances of Model Outputs.mp4 |
33.40Мб |
| 26. Day 3 - Evaluating Meta AI and Perplexity Nuances of Model Outputs.vtt |
5.37Кб |
| 26. Day 4 - Advanced Weights & Biases Tools and Model Saving on Hugging Face.mp4 |
56.54Мб |
| 26. Day 4 - Advanced Weights & Biases Tools and Model Saving on Hugging Face.vtt |
14.85Кб |
| 26. Day 5 - Autonomous AI Agents Building Intelligent Systems Without Human Input.mp4 |
23.35Мб |
| 26. Day 5 - Autonomous AI Agents Building Intelligent Systems Without Human Input.vtt |
3.38Кб |
| 26. Day 5 - Evaluating LLM Performance Model-Centric vs Business-Centric Metrics.mp4 |
122.00Мб |
| 26. Day 5 - Evaluating LLM Performance Model-Centric vs Business-Centric Metrics.vtt |
11.88Кб |
| 26. Day 5 - Fine-Tuning LLMs with OpenAI Preparing Data, Training, and Evaluation.mp4 |
71.55Мб |
| 26. Day 5 - Fine-Tuning LLMs with OpenAI Preparing Data, Training, and Evaluation.vtt |
7.62Кб |
| 27. Day 3 - LLM Leadership Challenge Evaluating AI Models Through Creative Prompts.mp4 |
43.50Мб |
| 27. Day 3 - LLM Leadership Challenge Evaluating AI Models Through Creative Prompts.vtt |
7.05Кб |
| 27. Day 4 - End-to-End LLM Fine-Tuning From Problem Definition to Trained Model.mp4 |
9.17Мб |
| 27. Day 4 - End-to-End LLM Fine-Tuning From Problem Definition to Trained Model.vtt |
2.60Кб |
| 27. Day 5 - AI Agents with Gradio Advanced UI Techniques for Autonomous Systems.mp4 |
106.73Мб |
| 27. Day 5 - AI Agents with Gradio Advanced UI Techniques for Autonomous Systems.vtt |
12.55Кб |
| 27. Day 5 - How to Prepare JSONL Files for Fine-Tuning Large Language Models (LLMs).mp4 |
163.50Мб |
| 27. Day 5 - How to Prepare JSONL Files for Fine-Tuning Large Language Models (LLMs).vtt |
12.92Кб |
| 27. Day 5 - Mastering LLM Code Generation Advanced Challenges for Python Developers.mp4 |
78.44Мб |
| 27. Day 5 - Mastering LLM Code Generation Advanced Challenges for Python Developers.vtt |
9.65Кб |
| 28. Day 4 - Revealing the Leadership Winner A Fun LLM Challenge.mp4 |
64.04Мб |
| 28. Day 4 - Revealing the Leadership Winner A Fun LLM Challenge.vtt |
9.66Кб |
| 28. Day 5 - Finalizing the Gradio UI for Our Agentic AI Solution.mp4 |
37.29Мб |
| 28. Day 5 - Finalizing the Gradio UI for Our Agentic AI Solution.vtt |
9.19Кб |
| 28. Day 5 - Step-by-Step Guide Launching GPT Fine-Tuning Jobs with OpenAI API.mp4 |
65.09Мб |
| 28. Day 5 - Step-by-Step Guide Launching GPT Fine-Tuning Jobs with OpenAI API.vtt |
10.56Кб |
| 28. Day 5 - The Four Steps in LLM Training From Forward Pass to Optimization.mp4 |
53.59Мб |
| 28. Day 5 - The Four Steps in LLM Training From Forward Pass to Optimization.vtt |
6.90Кб |
| 29. Day 4 - Exploring the Journey of AI From Early Models to Transformers.mp4 |
12.56Мб |
| 29. Day 4 - Exploring the Journey of AI From Early Models to Transformers.vtt |
3.58Кб |
| 29. Day 5 Enhancing AI Agent UI Gradio Integration for Real-Time Log Visualization.mp4 |
22.08Мб |
| 29. Day 5 Enhancing AI Agent UI Gradio Integration for Real-Time Log Visualization.vtt |
5.22Кб |
| 29. Day 5 - Fine-Tuning LLMs Track Training Loss & Progress with Weights & Biases.mp4 |
74.19Мб |
| 29. Day 5 - Fine-Tuning LLMs Track Training Loss & Progress with Weights & Biases.vtt |
5.28Кб |
| 29. Day 5 - QLoRA Training Process Forward Pass, Backward Pass and Loss Calculation.mp4 |
21.89Мб |
| 29. Day 5 - QLoRA Training Process Forward Pass, Backward Pass and Loss Calculation.vtt |
9.02Кб |
| 30. Day 4 - Understanding LLM Parameters From GPT-1 to Trillion-Weight Models.mp4 |
9.49Мб |
| 30. Day 4 - Understanding LLM Parameters From GPT-1 to Trillion-Weight Models.vtt |
5.73Кб |
| 30. Day 5 - Analyzing Results Monitoring Agent Framework Performance.mp4 |
10.13Мб |
| 30. Day 5 - Analyzing Results Monitoring Agent Framework Performance.vtt |
2.80Кб |
| 30. Day 5 - Evaluating Fine-Tuned LLMs Metrics Analyzing Training & Validation Loss.mp4 |
107.41Мб |
| 30. Day 5 - Evaluating Fine-Tuned LLMs Metrics Analyzing Training & Validation Loss.vtt |
8.66Кб |
| 30. Day 5 - Understanding Softmax and Cross-Entropy Loss in Model Training.mp4 |
68.00Мб |
| 30. Day 5 - Understanding Softmax and Cross-Entropy Loss in Model Training.vtt |
9.60Кб |
| 31. Day 4 - GPT Tokenization Explained How Large Language Models Process Text Input.mp4 |
33.10Мб |
| 31. Day 4 - GPT Tokenization Explained How Large Language Models Process Text Input.vtt |
12.72Кб |
| 31. Day 5 - AI Project Retrospective 8-Week Journey to Becoming an LLM Engineer.mp4 |
78.17Мб |
| 31. Day 5 - AI Project Retrospective 8-Week Journey to Becoming an LLM Engineer.vtt |
7.60Кб |
| 31. Day 5 - LLM Fine-Tuning Challenges When Model Performance Doesn't Improve.mp4 |
12.86Мб |
| 31. Day 5 - LLM Fine-Tuning Challenges When Model Performance Doesn't Improve.vtt |
2.34Кб |
| 31. Day 5 - Monitoring Fine-Tuning Weights & Biases for LLM Training Analysis.mp4 |
20.43Мб |
| 31. Day 5 - Monitoring Fine-Tuning Weights & Biases for LLM Training Analysis.vtt |
7.19Кб |
| 31. Id-love-to-connect-on-LinkedIn-and-please-do-stay-in-touch.url |
63б |
| 32. Day 4 - How Context Windows Impact AI Language Models Token Limits Explained.mp4 |
15.33Мб |
| 32. Day 4 - How Context Windows Impact AI Language Models Token Limits Explained.vtt |
4.21Кб |
| 32. Day 5 - Fine-Tuning Frontier LLMs Challenges & Best Practices for Optimization.mp4 |
127.63Мб |
| 32. Day 5 - Fine-Tuning Frontier LLMs Challenges & Best Practices for Optimization.vtt |
13.50Кб |
| 32. Day 5 - Revisiting the Podium Comparing Model Performance Metrics.mp4 |
6.19Мб |
| 32. Day 5 - Revisiting the Podium Comparing Model Performance Metrics.vtt |
3.59Кб |
| 33. Day 4 - Navigating AI Model Costs API Pricing vs. Chat Interface Subscriptions.mp4 |
16.34Мб |
| 33. Day 4 - Navigating AI Model Costs API Pricing vs. Chat Interface Subscriptions.vtt |
3.78Кб |
| 33. Day 5 - Evaluation of our Proprietary, Fine-Tuned LLM against Business Metrics.mp4 |
93.48Мб |
| 33. Day 5 - Evaluation of our Proprietary, Fine-Tuned LLM against Business Metrics.vtt |
15.83Кб |
| 34. Day 4 - Comparing LLM Context Windows GPT-4 vs Claude vs Gemini 1.5 Flash.mp4 |
21.21Мб |
| 34. Day 4 - Comparing LLM Context Windows GPT-4 vs Claude vs Gemini 1.5 Flash.vtt |
6.45Кб |
| 34. Day 5 - Visualization of Results Did We Beat GPT-4.mp4 |
28.36Мб |
| 34. Day 5 - Visualization of Results Did We Beat GPT-4.vtt |
3.47Кб |
| 35. Day 4 - Wrapping Up Day 4 Key Takeaways and Practical Insights.mp4 |
12.48Мб |
| 35. Day 4 - Wrapping Up Day 4 Key Takeaways and Practical Insights.vtt |
3.65Кб |
| 35. Day 5 - Hyperparameter Tuning for LLMs Improving Model Accuracy with PEFT.mp4 |
30.34Мб |
| 35. Day 5 - Hyperparameter Tuning for LLMs Improving Model Accuracy with PEFT.vtt |
5.57Кб |
| 36. Day 5 - Building AI-Powered Marketing Brochures with OpenAI API and Python.mp4 |
25.68Мб |
| 36. Day 5 - Building AI-Powered Marketing Brochures with OpenAI API and Python.vtt |
4.23Кб |
| 37. Day 5 - JupyterLab Tutorial Web Scraping for AI-Powered Company Brochures.mp4 |
87.04Мб |
| 37. Day 5 - JupyterLab Tutorial Web Scraping for AI-Powered Company Brochures.vtt |
8.21Кб |
| 38. Day 5 - Structured Outputs in LLMs Optimizing JSON Responses for AI Projects.mp4 |
96.41Мб |
| 38. Day 5 - Structured Outputs in LLMs Optimizing JSON Responses for AI Projects.vtt |
11.75Кб |
| 39. Day 5 - Creating and Formatting Responses for Brochure Content.mp4 |
120.83Мб |
| 39. Day 5 - Creating and Formatting Responses for Brochure Content.vtt |
10.89Кб |
| 40. Day 5 - Final Adjustments Optimizing Markdown and Streaming in JupyterLab.mp4 |
135.28Мб |
| 40. Day 5 - Final Adjustments Optimizing Markdown and Streaming in JupyterLab.vtt |
12.10Кб |
| 41. Day 5 - Mastering Multi-Shot Prompting Enhancing LLM Reliability in AI Projects.mp4 |
19.92Мб |
| 41. Day 5 - Mastering Multi-Shot Prompting Enhancing LLM Reliability in AI Projects.vtt |
5.92Кб |
| 42. Day 5 - Assignment Developing Your Customized LLM-Based Tutor.mp4 |
11.24Мб |
| 42. Day 5 - Assignment Developing Your Customized LLM-Based Tutor.vtt |
5.51Кб |
| 43. Day 5 - Wrapping Up Week 1 Achievements and Next Steps.mp4 |
13.47Мб |
| 43. Day 5 - Wrapping Up Week 1 Achievements and Next Steps.vtt |
3.69Кб |
| 43. I-always-love-connecting-on-LinkedIn-and-staying-in-touch-.url |
63б |
| 43. Resources-for-the-course.url |
88б |