Quick Start Guide to Large Language Models (LLMs) ChatGPT, Llama, Embeddings, Fine-Tuning, and Multimodal AI

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Quick Start Guide to Large Language Models (LLMs) ChatGPT, Llama, Embeddings, Fine-Tuning, and Multimodal AI

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文件列表

  • 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 235.2 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 180.6 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 179.1 MB
  • Module 3 Advanced LLM Usage/Lesson 10 Advanced Open-Source LLM Fine-Tuning/008. 10.7 Instruction Alignment of LLMs RLHF.mp4 172.1 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 168.8 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 159.5 MB
  • Module 1 Introduction to Large Language Models/Lesson 02 Semantic Search with LLMs/003. 2.2 Building a Semantic Search System.mp4 155.8 MB
  • Module 3 Advanced LLM Usage/Lesson 10 Advanced Open-Source LLM Fine-Tuning/007. 10.6 Instruction Alignment of LLMs Reward Modeling.mp4 150.8 MB
  • Module 3 Advanced LLM Usage/Lesson 09 Moving Beyond Foundation Models/007. 9.6 Aligning FLAN-T5 with Reinforcement Learning from Feedback.mp4 136.4 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 131.3 MB
  • Module 1 Introduction to Large Language Models/Lesson 03 First Steps with Prompt Engineering/002. 3.1 Introduction to Prompt Engineering.mp4 127.8 MB
  • Module 1 Introduction to Large Language Models/Lesson 01 Overview of Large Language Models/002. 1.1 What Are Large Language Models.mp4 126.7 MB
  • Module 2 Getting the Most Out of LLMs/Lesson 07 Customizing Embeddings + Model Architectures/003. 7.2 Using OpenAI s Embedded Models.mp4 126.4 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 124.8 MB
  • Module 1 Introduction to Large Language Models/Lesson 04 Retrieval Augmented Generation + AI Agents/005. 4.4 Expanding into AI Agents.mp4 122.3 MB
  • Module 1 Introduction to Large Language Models/Lesson 04 Retrieval Augmented Generation + AI Agents/003. 4.2 Building a RAG bot.mp4 118.8 MB
  • Module 3 Advanced LLM Usage/Lesson 09 Moving Beyond Foundation Models/004. 9.3 Case Study Visual QA Setting Up Our Model.mp4 118.4 MB
  • Module 3 Advanced LLM Usage/Lesson 11 Moving LLMs into Production/003. 11.2 Knowledge Distillation.mp4 113.2 MB
  • Module 3 Advanced LLM Usage/Lesson 12 LLM Evaluations/003. 12.2 Evaluating Generative Tasks Part 2.mp4 112.8 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 110.5 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 108.6 MB
  • Module 3 Advanced LLM Usage/Lesson 12 LLM Evaluations/004. 12.3 Evaluating Understanding Tasks.mp4 105.7 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 104.9 MB
  • Module 1 Introduction to Large Language Models/Lesson 01 Overview of Large Language Models/003. 1.2 Popular Modern LLMs.mp4 102.6 MB
  • Module 2 Getting the Most Out of LLMs/Lesson 08 AI Alignment--First Principles/003. 8.2 Evaluating Alignment Plus Ethics.mp4 96.0 MB
  • Module 3 Advanced LLM Usage/Lesson 10 Advanced Open-Source LLM Fine-Tuning/004. 10.3 Writing LaTeX with GPT-2.mp4 94.4 MB
  • z.quick-start-guide-to-llms-main/data/comparison_data_v2.json 81.5 MB
  • Module 2 Getting the Most Out of LLMs/Lesson 08 AI Alignment--First Principles/002. 8.1 Introduction to AI Alignment.mp4 75.5 MB
  • Module 3 Advanced LLM Usage/Lesson 12 LLM Evaluations/002. 12.1 Evaluating Generative Tasks Part 1.mp4 75.0 MB
  • Module 1 Introduction to Large Language Models/Lesson 02 Semantic Search with LLMs/002. 2.1 Introduction to Semantic Search.mp4 67.3 MB
  • Module 2 Getting the Most Out of LLMs/Lesson 06 Advanced Prompt Engineering/004. 6.3 Chain-of-Thought Prompting.mp4 63.0 MB
  • Module 3 Advanced LLM Usage/Lesson 09 Moving Beyond Foundation Models/006. 9.5 Introduction to Reinforcement Learning from Feedback.mp4 61.4 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 57.9 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 56.8 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 56.5 MB
  • Module 3 Advanced LLM Usage/Lesson 12 LLM Evaluations/005. 12.4 Probing LLMs for world model.mp4 51.1 MB
  • Module 2 Getting the Most Out of LLMs/Lesson 06 Advanced Prompt Engineering/002. 6.1 InputOutput Validation.mp4 48.3 MB
  • Module 2 Getting the Most Out of LLMs/Lesson 06 Advanced Prompt Engineering/003. 6.2 Batch Prompting + Prompt Chaining.mp4 42.0 MB
  • Module 3 Advanced LLM Usage/Lesson 11 Moving LLMs into Production/002. 11.1 Cost Projecting and Deploying LLMs to Production.mp4 41.8 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 39.2 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 31.2 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 29.3 MB
  • Module 3 Advanced LLM Usage/001. Module Introduction.mp4 28.8 MB
  • Summary/001. Quick Guide to ChatGPT, Embeddings, and Other Large Language Models (LLMs) Summary.mp4 28.4 MB
  • Module 2 Getting the Most Out of LLMs/Lesson 05 Optimizing LLMs with Fine-Tuning/002. 5.1 Transfer Learning A Primer.mp4 27.4 MB
  • Introduction/001. Quick Guide to ChatGPT, Embeddings, and Other Large Language Models (LLMs) Introduction.mp4 23.6 MB
  • Module 1 Introduction to Large Language Models/Lesson 03 First Steps with Prompt Engineering/003. 3.2 Working with Prompts Across Models.mp4 23.5 MB
  • Module 1 Introduction to Large Language Models/001. Module Introduction.mp4 23.0 MB
  • Module 2 Getting the Most Out of LLMs/Lesson 06 Advanced Prompt Engineering/005. 6.4 Preventing Prompt Injection Attacks.mp4 22.6 MB
  • Module 2 Getting the Most Out of LLMs/001. Module Introduction.mp4 20.6 MB
  • Module 3 Advanced LLM Usage/Lesson 09 Moving Beyond Foundation Models/003. 9.2 Using Cross Attention to Mix Data Modalities.mp4 18.6 MB
  • Module 1 Introduction to Large Language Models/Lesson 01 Overview of Large Language Models/004. 1.3 Applications of LLMs.mp4 17.0 MB
  • z.quick-start-guide-to-llms-main/data/pds2.pdf 16.7 MB
  • Module 3 Advanced LLM Usage/Lesson 09 Moving Beyond Foundation Models/002. 9.1 The Vision Transformer.mp4 13.9 MB
  • Module 1 Introduction to Large Language Models/Lesson 01 Overview of Large Language Models/001. Topics.mp4 6.3 MB
  • Module 3 Advanced LLM Usage/Lesson 10 Advanced Open-Source LLM Fine-Tuning/001. Topics.mp4 6.0 MB
  • Module 3 Advanced LLM Usage/Lesson 09 Moving Beyond Foundation Models/001. Topics.mp4 6.0 MB
  • Module 2 Getting the Most Out of LLMs/Lesson 08 AI Alignment--First Principles/001. Topics.mp4 5.8 MB
  • Module 1 Introduction to Large Language Models/Lesson 03 First Steps with Prompt Engineering/001. Topics.mp4 5.5 MB
  • Module 2 Getting the Most Out of LLMs/Lesson 05 Optimizing LLMs with Fine-Tuning/001. Topics.mp4 5.4 MB
  • Module 2 Getting the Most Out of LLMs/Lesson 07 Customizing Embeddings + Model Architectures/001. Topics.mp4 5.2 MB
  • Module 1 Introduction to Large Language Models/Lesson 04 Retrieval Augmented Generation + AI Agents/001. Topics.mp4 4.9 MB
  • Module 1 Introduction to Large Language Models/Lesson 02 Semantic Search with LLMs/001. Topics.mp4 4.5 MB
  • Module 3 Advanced LLM Usage/Lesson 12 LLM Evaluations/001. Topics.mp4 4.4 MB
  • Module 3 Advanced LLM Usage/Lesson 11 Moving LLMs into Production/001. Topics.mp4 4.2 MB
  • z.quick-start-guide-to-llms-main/notebooks/09_using_our_vqa.ipynb 3.7 MB
  • Module 2 Getting the Most Out of LLMs/Lesson 06 Advanced Prompt Engineering/001. Topics.mp4 3.5 MB
  • z.quick-start-guide-to-llms-main/notebooks/05_openai_app_review_fine_tuning.ipynb 2.1 MB
  • z.quick-start-guide-to-llms-main/notebooks/10_anime_category_classification_model_freezing.ipynb 1.6 MB
  • z.quick-start-guide-to-llms-main/notebooks/10_SAWYER_USE_SAWYER.ipynb 1.5 MB
  • z.quick-start-guide-to-llms-main/notebooks/04_agent.ipynb 1.4 MB
  • z.quick-start-guide-to-llms-main/notebooks/06_adv_prompt_engineering.ipynb 1.1 MB
  • z.quick-start-guide-to-llms-main/notebooks/07_recommendation_engine.ipynb 1.1 MB
  • z.quick-start-guide-to-llms-main/notebooks/12_llm_gen_eval.ipynb 1.0 MB
  • z.quick-start-guide-to-llms-main/notebooks/10_SAWYER_RLF.ipynb 774.6 kB
  • z.quick-start-guide-to-llms-main/notebooks/12_llm_calibration.ipynb 677.3 kB
  • z.quick-start-guide-to-llms-main/notebooks/10_SAWYER_LLAMA_SFT.ipynb 631.4 kB
  • z.quick-start-guide-to-llms-main/notebooks/06_adv_prompt_engineering - DEEPSEEK.ipynb 522.3 kB
  • z.quick-start-guide-to-llms-main/notebooks/11_distillation_example_2.ipynb 486.5 kB
  • z.quick-start-guide-to-llms-main/notebooks/11_llama_quantization.ipynb 448.8 kB
  • z.quick-start-guide-to-llms-main/notebooks/02_semantic_search.ipynb 448.5 kB
  • z.quick-start-guide-to-llms-main/notebooks/12_cluster.ipynb 447.1 kB
  • z.quick-start-guide-to-llms-main/notebooks/09_flan_t5_rl.ipynb 440.9 kB
  • z.quick-start-guide-to-llms-main/notebooks/09_constructing_a_vqa_system.ipynb 334.1 kB
  • z.quick-start-guide-to-llms-main/notebooks/10_optimizing_fine_tuning.ipynb 321.4 kB
  • z.quick-start-guide-to-llms-main/notebooks/11_distillation_example_1.ipynb 317.5 kB
  • z.quick-start-guide-to-llms-main/notebooks/10_SAWYER_Reward_Model.ipynb 237.8 kB
  • z.quick-start-guide-to-llms-main/images/qsllm2e.jpg 122.7 kB
  • z.quick-start-guide-to-llms-main/notebooks/05_bert_app_review.ipynb 103.6 kB
  • z.quick-start-guide-to-llms-main/notebooks/10_latex_gpt2.ipynb 66.8 kB
  • z.quick-start-guide-to-llms-main/images/qsllm.jpeg 65.2 kB
  • z.quick-start-guide-to-llms-main/notebooks/03_prompt_engineering.ipynb 36.6 kB
  • z.quick-start-guide-to-llms-main/images/gpt3_paper.png 31.2 kB
  • z.quick-start-guide-to-llms-main/notebooks/04_rag_retrieval.ipynb 26.4 kB
  • z.quick-start-guide-to-llms-main/data/latex-guide-cos423.txt 16.7 kB
  • z.quick-start-guide-to-llms-main/README.md 7.5 kB
  • z.quick-start-guide-to-llms-main/semantic-search-fastapi/conversation_utils.py 5.7 kB
  • z.quick-start-guide-to-llms-main/semantic-search-fastapi/api.py 5.5 kB
  • z.quick-start-guide-to-llms-main/semantic-search-fastapi/README.md 3.4 kB
  • z.quick-start-guide-to-llms-main/semantic-search-fastapi/chunking_utils.py 2.0 kB
  • z.quick-start-guide-to-llms-main/semantic-search-fastapi/retrieval_utils.py 947 Bytes
  • z.quick-start-guide-to-llms-main/.gitignore 285 Bytes
  • z.quick-start-guide-to-llms-main/semantic-search-fastapi/Dockerfile 214 Bytes
  • z.quick-start-guide-to-llms-main/semantic-search-fastapi/requirements.txt 151 Bytes
  • z.quick-start-guide-to-llms-main/data/anime/rating_complete.csv 134 Bytes
  • z.quick-start-guide-to-llms-main/data/chip2.csv 133 Bytes
  • z.quick-start-guide-to-llms-main/data/pre_merged_anime.csv 132 Bytes
  • z.quick-start-guide-to-llms-main/data/anime/pre_merged_anime.csv 132 Bytes
  • z.quick-start-guide-to-llms-main/data/english_to_latex.csv 129 Bytes
  • z.quick-start-guide-to-llms-main/data/anime/watching_status.csv 127 Bytes
  • z.quick-start-guide-to-llms-main/semantic-search-fastapi/.env 121 Bytes
  • z.quick-start-guide-to-llms-main/requirements.txt 89 Bytes
  • z.quick-start-guide-to-llms-main/.gitattributes 42 Bytes

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