001 Quick Guide to ChatGPT, Embeddings, and Other Large Language Models (LLMs) Introduction (22.54 MB)
001 Module Introduction (21.98 MB)
001 Topics (5.98 MB)
002 1 1 What Are Large Language Models (120.87 MB)
003 1 2 Popular Modern LLMs (97.86 MB)
004 1 3 Applications of LLMs (16.26 MB)
001 Topics (4.3 MB)
002 2 1 Introduction to Semantic Search (64.18 MB)
003 2 2 Building a Semantic Search System (148.61 MB)
001 Topics (5.29 MB)
001 Topics (4.63 MB)
003 4 2 Building a RAG bot (113.33 MB)
001 Module Introduction (19.68 MB)
001 Topics (5.17 MB)
002 5 1 Transfer Learning A Primer (26.17 MB)
003 5 2 The OpenAI Fine-Tuning API (29.78 MB)
001 Topics (3.3 MB)
002 6 1 InputOutput Validation (46.03 MB)
003 6 2 Batch Prompting + Prompt Chaining (40.08 MB)
004 6 3 Chain-of-Thought Prompting (60.08 MB)
005 6 4 Preventing Prompt Injection Attacks (21.51 MB)
006 6 5 Assessing an LLM s Encoded Knowledge Level (27.96 MB)
001 Topics (4.96 MB)
001 Topics (5.56 MB)
002 8 1 Introduction to AI Alignment (72.04 MB)
003 8 2 Evaluating Alignment Plus Ethics (91.52 MB)
001 Module Introduction (27.49 MB)
001 Topics (5.68 MB)
002 9 1 The Vision Transformer (13.29 MB)
003 9 2 Using Cross Attention to Mix Data Modalities (17.72 MB)
004 9 3 Case Study Visual QA Setting Up Our Model (112.92 MB)
001 Topics (5.76 MB)
002 10 1 BERT for Multi-label Classification Part 1 (55.19 MB)
003 10 2 BERT for Multi-label Classification Part 2 (125.25 MB)
004 10 3 Writing LaTeX with GPT-2 (89.99 MB)
007 10 6 Instruction Alignment of LLMs Reward Modeling (143.83 MB)
008 10 7 Instruction Alignment of LLMs RLHF (164.15 MB)
001 Topics (4.03 MB)
002 11 1 Cost Projecting and Deploying LLMs to Production (39.86 MB)
003 11 2 Knowledge Distillation (107.93 MB)
001 Topics (4.19 MB)
002 12 1 Evaluating Generative Tasks Part 1 (71.52 MB)
003 12 2 Evaluating Generative Tasks Part 2 (107.56 MB)
004 12 3 Evaluating Understanding Tasks (100.8 MB)
005 12 4 Probing LLMs for world model (48.76 MB)
001 Quick Guide to ChatGPT, Embeddings, and Other Large Language Models (LLMs) Summary (27.04 MB)