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Module 2 Getting the Most Out of LLMs/Lesson 05 Optimizing LLMs with Fine-Tuning/005. 5.4 Case Study Predicting with Android App Reviews Part 2.mp4 224.34 MB
Module 1 Introduction to Large Language Models/001. Module Introduction.mp4 21.98 MB
Module 1 Introduction to Large Language Models/Lesson 01 Overview of Large Language Models/001. Topics.mp4 5.98 MB
Module 1 Introduction to Large Language Models/Lesson 01 Overview of Large Language Models/002. 1.1 What Are Large Language Models.mp4 120.87 MB
Module 1 Introduction to Large Language Models/Lesson 01 Overview of Large Language Models/003. 1.2 Popular Modern LLMs.mp4 97.86 MB
Module 1 Introduction to Large Language Models/Lesson 01 Overview of Large Language Models/004. 1.3 Applications of LLMs.mp4 16.26 MB
Module 1 Introduction to Large Language Models/Lesson 02 Semantic Search with LLMs/001. Topics.mp4 4.3 MB
Module 1 Introduction to Large Language Models/Lesson 02 Semantic Search with LLMs/002. 2.1 Introduction to Semantic Search.mp4 64.18 MB
Module 1 Introduction to Large Language Models/Lesson 02 Semantic Search with LLMs/003. 2.2 Building a Semantic Search System.mp4 148.61 MB
Module 1 Introduction to Large Language Models/Lesson 02 Semantic Search with LLMs/004. 2.3 Optimizing Semantic Search with Cross-Encoders and Fine-Tuning.mp4 160.95 MB
Module 1 Introduction to Large Language Models/Lesson 03 First Steps with Prompt Engineering/001. Topics.mp4 5.29 MB
Module 1 Introduction to Large Language Models/Lesson 03 First Steps with Prompt Engineering/002. 3.1 Introduction to Prompt Engineering.mp4 121.85 MB
Module 1 Introduction to Large Language Models/Lesson 03 First Steps with Prompt Engineering/003. 3.2 Working with Prompts Across Models.mp4 22.42 MB
Module 1 Introduction to Large Language Models/Lesson 03 First Steps with Prompt Engineering/004. 3.3 Building a Retrieval-Augmented Generation BOT with ChatGPT and GPT-4.mp4 170.8 MB
Module 1 Introduction to Large Language Models/Lesson 04 Retrieval Augmented Generation + AI Agents/001. Topics.mp4 4.63 MB
Module 1 Introduction to Large Language Models/Lesson 04 Retrieval Augmented Generation + AI Agents/002. 4.1 Introduction to Retrival Augmented Generation (RAG).mp4 54.13 MB
Module 1 Introduction to Large Language Models/Lesson 04 Retrieval Augmented Generation + AI Agents/003. 4.2 Building a RAG bot.mp4 113.33 MB
Module 1 Introduction to Large Language Models/Lesson 04 Retrieval Augmented Generation + AI Agents/004. 4.3 Using Open Source Models with RAG.mp4 103.61 MB
Module 1 Introduction to Large Language Models/Lesson 04 Retrieval Augmented Generation + AI Agents/005. 4.4 Expanding into AI Agents.mp4 116.64 MB
Module 2 Getting the Most Out of LLMs/001. Module Introduction.mp4 19.68 MB
Module 2 Getting the Most Out of LLMs/Lesson 05 Optimizing LLMs with Fine-Tuning/001. Topics.mp4 5.17 MB
Module 2 Getting the Most Out of LLMs/Lesson 05 Optimizing LLMs with Fine-Tuning/002. 5.1 Transfer Learning A Primer.mp4 26.17 MB
Module 2 Getting the Most Out of LLMs/Lesson 05 Optimizing LLMs with Fine-Tuning/003. 5.2 The OpenAI Fine-Tuning API.mp4 29.78 MB
Module 2 Getting the Most Out of LLMs/Lesson 05 Optimizing LLMs with Fine-Tuning/004. 5.3 Case Study Predicting with Android App Reviews Part 1.mp4 37.35 MB
Introduction/001. Quick Guide to ChatGPT, Embeddings, and Other Large Language Models (LLMs) Introduction.mp4 22.54 MB
Module 2 Getting the Most Out of LLMs/Lesson 06 Advanced Prompt Engineering/001. Topics.mp4 3.3 MB
Module 2 Getting the Most Out of LLMs/Lesson 06 Advanced Prompt Engineering/002. 6.1 InputOutput Validation.mp4 46.03 MB
Module 2 Getting the Most Out of LLMs/Lesson 06 Advanced Prompt Engineering/003. 6.2 Batch Prompting + Prompt Chaining.mp4 40.08 MB
Module 2 Getting the Most Out of LLMs/Lesson 06 Advanced Prompt Engineering/004. 6.3 Chain-of-Thought Prompting.mp4 60.08 MB
Module 2 Getting the Most Out of LLMs/Lesson 06 Advanced Prompt Engineering/005. 6.4 Preventing Prompt Injection Attacks.mp4 21.51 MB
Module 2 Getting the Most Out of LLMs/Lesson 06 Advanced Prompt Engineering/006. 6.5 Assessing an LLM s Encoded Knowledge Level.mp4 27.96 MB
Module 2 Getting the Most Out of LLMs/Lesson 07 Customizing Embeddings + Model Architectures/001. Topics.mp4 4.96 MB
Module 2 Getting the Most Out of LLMs/Lesson 07 Customizing Embeddings + Model Architectures/002. 7.1 Case Study Building an Anime Recommendation System.mp4 53.87 MB
Module 2 Getting the Most Out of LLMs/Lesson 07 Customizing Embeddings + Model Architectures/003. 7.2 Using OpenAI s Embedded Models.mp4 120.55 MB
Module 2 Getting the Most Out of LLMs/Lesson 07 Customizing Embeddings + Model Architectures/004. 7.3 Fine-tuning an Embedding Model to Capture User Behavior.mp4 152.09 MB
Module 2 Getting the Most Out of LLMs/Lesson 08 AI Alignment--First Principles/001. Topics.mp4 5.56 MB
Module 2 Getting the Most Out of LLMs/Lesson 08 AI Alignment--First Principles/002. 8.1 Introduction to AI Alignment.mp4 72.04 MB
Module 2 Getting the Most Out of LLMs/Lesson 08 AI Alignment--First Principles/003. 8.2 Evaluating Alignment Plus Ethics.mp4 91.52 MB
Module 3 Advanced LLM Usage/001. Module Introduction.mp4 27.49 MB
Module 3 Advanced LLM Usage/Lesson 09 Moving Beyond Foundation Models/001. Topics.mp4 5.68 MB
Module 3 Advanced LLM Usage/Lesson 09 Moving Beyond Foundation Models/002. 9.1 The Vision Transformer.mp4 13.29 MB
Module 3 Advanced LLM Usage/Lesson 09 Moving Beyond Foundation Models/003. 9.2 Using Cross Attention to Mix Data Modalities.mp4 17.72 MB
Module 3 Advanced LLM Usage/Lesson 09 Moving Beyond Foundation Models/004. 9.3 Case Study Visual QA Setting Up Our Model.mp4 112.92 MB
Module 3 Advanced LLM Usage/Lesson 09 Moving Beyond Foundation Models/005. 9.4 Case Study Visual QA Setting Up Our Parameters and Data.mp4 105.41 MB
Module 3 Advanced LLM Usage/Lesson 09 Moving Beyond Foundation Models/006. 9.5 Introduction to Reinforcement Learning from Feedback.mp4 58.54 MB
Module 3 Advanced LLM Usage/Lesson 09 Moving Beyond Foundation Models/007. 9.6 Aligning FLAN-T5 with Reinforcement Learning from Feedback.mp4 130.07 MB
Module 3 Advanced LLM Usage/Lesson 10 Advanced Open-Source LLM Fine-Tuning/001. Topics.mp4 5.76 MB
Module 3 Advanced LLM Usage/Lesson 10 Advanced Open-Source LLM Fine-Tuning/002. 10.1 BERT for Multi-label Classification Part 1.mp4 55.19 MB
Module 3 Advanced LLM Usage/Lesson 10 Advanced Open-Source LLM Fine-Tuning/003. 10.2 BERT for Multi-label Classification Part 2.mp4 125.25 MB
Module 3 Advanced LLM Usage/Lesson 10 Advanced Open-Source LLM Fine-Tuning/004. 10.3 Writing LaTeX with GPT-2.mp4 89.99 MB
Module 3 Advanced LLM Usage/Lesson 10 Advanced Open-Source LLM Fine-Tuning/005. 10.4 Case Study Sinan s Attempt at Wise Yet Engaging Responses Sawye.mp4 100.07 MB
Module 3 Advanced LLM Usage/Lesson 10 Advanced Open-Source LLM Fine-Tuning/006. 10.5 Instruction Alignment of LLMs Supervised Fine-Tuning.mp4 172.22 MB
Module 3 Advanced LLM Usage/Lesson 10 Advanced Open-Source LLM Fine-Tuning/007. 10.6 Instruction Alignment of LLMs Reward Modeling.mp4 143.83 MB
Module 3 Advanced LLM Usage/Lesson 10 Advanced Open-Source LLM Fine-Tuning/008. 10.7 Instruction Alignment of LLMs RLHF.mp4 164.15 MB
Module 3 Advanced LLM Usage/Lesson 10 Advanced Open-Source LLM Fine-Tuning/009. 10.8 Instruction Alignment of LLMs Using Our Instruction-Aligned LLM.mp4 118.99 MB
Module 3 Advanced LLM Usage/Lesson 11 Moving LLMs into Production/001. Topics.mp4 4.03 MB
Module 3 Advanced LLM Usage/Lesson 11 Moving LLMs into Production/002. 11.1 Cost Projecting and Deploying LLMs to Production.mp4 39.86 MB
Module 3 Advanced LLM Usage/Lesson 11 Moving LLMs into Production/003. 11.2 Knowledge Distillation.mp4 107.93 MB
Module 3 Advanced LLM Usage/Lesson 12 LLM Evaluations/001. Topics.mp4 4.19 MB
Module 3 Advanced LLM Usage/Lesson 12 LLM Evaluations/002. 12.1 Evaluating Generative Tasks Part 1.mp4 71.52 MB
Module 3 Advanced LLM Usage/Lesson 12 LLM Evaluations/003. 12.2 Evaluating Generative Tasks Part 2.mp4 107.56 MB
Module 3 Advanced LLM Usage/Lesson 12 LLM Evaluations/004. 12.3 Evaluating Understanding Tasks.mp4 100.8 MB
Module 3 Advanced LLM Usage/Lesson 12 LLM Evaluations/005. 12.4 Probing LLMs for world model.mp4 48.76 MB
Summary/001. Quick Guide to ChatGPT, Embeddings, and Other Large Language Models (LLMs) Summary.mp4 27.04 MB
z.quick-start-guide-to-llms-main/.gitattributes 42 B
z.quick-start-guide-to-llms-main/.gitignore 285 B
z.quick-start-guide-to-llms-main/README.md 7.29 KB
z.quick-start-guide-to-llms-main/requirements.txt 89 B
z.quick-start-guide-to-llms-main/data/chip2.csv 133 B
z.quick-start-guide-to-llms-main/data/comparison_data_v2.json 77.7 MB
z.quick-start-guide-to-llms-main/data/english_to_latex.csv 129 B
z.quick-start-guide-to-llms-main/data/latex-guide-cos423.txt 16.3 KB
z.quick-start-guide-to-llms-main/data/pds2.pdf 15.96 MB
z.quick-start-guide-to-llms-main/data/pre_merged_anime.csv 132 B
z.quick-start-guide-to-llms-main/data/anime/pre_merged_anime.csv 132 B
z.quick-start-guide-to-llms-main/data/anime/rating_complete.csv 134 B
z.quick-start-guide-to-llms-main/data/anime/watching_status.csv 127 B
z.quick-start-guide-to-llms-main/images/gpt3_paper.png 30.42 KB
z.quick-start-guide-to-llms-main/images/qsllm.jpeg 63.71 KB
z.quick-start-guide-to-llms-main/images/qsllm2e.jpg 119.8 KB
z.quick-start-guide-to-llms-main/notebooks/02_semantic_search.ipynb 438.03 KB
z.quick-start-guide-to-llms-main/notebooks/03_prompt_engineering.ipynb 35.78 KB
z.quick-start-guide-to-llms-main/notebooks/04_agent.ipynb 1.37 MB
z.quick-start-guide-to-llms-main/notebooks/04_rag_retrieval.ipynb 25.79 KB
z.quick-start-guide-to-llms-main/notebooks/05_bert_app_review.ipynb 101.15 KB
z.quick-start-guide-to-llms-main/notebooks/05_openai_app_review_fine_tuning.ipynb 2.03 MB
z.quick-start-guide-to-llms-main/notebooks/06_adv_prompt_engineering - DEEPSEEK.ipynb 510.06 KB
z.quick-start-guide-to-llms-main/notebooks/06_adv_prompt_engineering.ipynb 1.07 MB
z.quick-start-guide-to-llms-main/notebooks/07_recommendation_engine.ipynb 1.07 MB
z.quick-start-guide-to-llms-main/notebooks/09_constructing_a_vqa_system.ipynb 326.31 KB
z.quick-start-guide-to-llms-main/notebooks/09_flan_t5_rl.ipynb 430.56 KB
z.quick-start-guide-to-llms-main/notebooks/09_using_our_vqa.ipynb 3.5 MB
z.quick-start-guide-to-llms-main/notebooks/10_anime_category_classification_model_freezing.ipynb 1.57 MB
z.quick-start-guide-to-llms-main/notebooks/10_latex_gpt2.ipynb 65.2 KB
z.quick-start-guide-to-llms-main/notebooks/10_optimizing_fine_tuning.ipynb 313.89 KB
z.quick-start-guide-to-llms-main/notebooks/10_SAWYER_LLAMA_SFT.ipynb 616.56 KB
z.quick-start-guide-to-llms-main/notebooks/10_SAWYER_Reward_Model.ipynb 232.21 KB
z.quick-start-guide-to-llms-main/notebooks/10_SAWYER_RLF.ipynb 756.44 KB
z.quick-start-guide-to-llms-main/notebooks/10_SAWYER_USE_SAWYER.ipynb 1.43 MB
z.quick-start-guide-to-llms-main/notebooks/11_distillation_example_1.ipynb 310.09 KB
z.quick-start-guide-to-llms-main/notebooks/11_distillation_example_2.ipynb 475.09 KB
z.quick-start-guide-to-llms-main/notebooks/11_llama_quantization.ipynb 438.31 KB
z.quick-start-guide-to-llms-main/notebooks/12_cluster.ipynb 436.59 KB
z.quick-start-guide-to-llms-main/notebooks/12_llm_calibration.ipynb 661.45 KB
z.quick-start-guide-to-llms-main/notebooks/12_llm_gen_eval.ipynb 999.08 KB
z.quick-start-guide-to-llms-main/semantic-search-fastapi/.env 121 B
z.quick-start-guide-to-llms-main/semantic-search-fastapi/api.py 5.35 KB
z.quick-start-guide-to-llms-main/semantic-search-fastapi/chunking_utils.py 1.99 KB
z.quick-start-guide-to-llms-main/semantic-search-fastapi/conversation_utils.py 5.57 KB
z.quick-start-guide-to-llms-main/semantic-search-fastapi/Dockerfile 214 B
z.quick-start-guide-to-llms-main/semantic-search-fastapi/README.md 3.33 KB
z.quick-start-guide-to-llms-main/semantic-search-fastapi/requirements.txt 151 B
z.quick-start-guide-to-llms-main/semantic-search-fastapi/retrieval_utils.py 947 B
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