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

File Name

Size

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 MB

Module 1 Introduction to Large Language Models/001. Module Introduction.mp4

22 MB

Module 1 Introduction to Large Language Models/Lesson 01 Overview of Large Language Models/001. Topics.mp4

6.0 MB

Module 1 Introduction to Large Language Models/Lesson 01 Overview of Large Language Models/002. 1.1 What Are Large Language Models.mp4

121 MB

Module 1 Introduction to Large Language Models/Lesson 01 Overview of Large Language Models/003. 1.2 Popular Modern LLMs.mp4

98 MB

Module 1 Introduction to Large Language Models/Lesson 01 Overview of Large Language Models/004. 1.3 Applications of LLMs.mp4

16 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 MB

Module 1 Introduction to Large Language Models/Lesson 02 Semantic Search with LLMs/003. 2.2 Building a Semantic Search System.mp4

149 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

161 MB

Module 1 Introduction to Large Language Models/Lesson 03 First Steps with Prompt Engineering/001. Topics.mp4

5.3 MB

Module 1 Introduction to Large Language Models/Lesson 03 First Steps with Prompt Engineering/002. 3.1 Introduction to Prompt Engineering.mp4

122 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 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

171 MB

Module 1 Introduction to Large Language Models/Lesson 04 Retrieval Augmented Generation + AI Agents/001. Topics.mp4

4.6 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 MB

Module 1 Introduction to Large Language Models/Lesson 04 Retrieval Augmented Generation + AI Agents/003. 4.2 Building a RAG bot.mp4

113 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

104 MB

Module 1 Introduction to Large Language Models/Lesson 04 Retrieval Augmented Generation + AI Agents/005. 4.4 Expanding into AI Agents.mp4

117 MB

Module 2 Getting the Most Out of LLMs/001. Module Introduction.mp4

20 MB

Module 2 Getting the Most Out of LLMs/Lesson 05 Optimizing LLMs with Fine-Tuning/001. Topics.mp4

5.2 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 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

30 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 MB

Introduction/001. Quick Guide to ChatGPT, Embeddings, and Other Large Language Models (LLMs) Introduction.mp4

22 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 MB

Module 2 Getting the Most Out of LLMs/Lesson 06 Advanced Prompt Engineering/003. 6.2 Batch Prompting + Prompt Chaining.mp4

40 MB

Module 2 Getting the Most Out of LLMs/Lesson 06 Advanced Prompt Engineering/004. 6.3 Chain-of-Thought Prompting.mp4

60 MB

Module 2 Getting the Most Out of LLMs/Lesson 06 Advanced Prompt Engineering/005. 6.4 Preventing Prompt Injection Attacks.mp4

22 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

28 MB

Module 2 Getting the Most Out of LLMs/Lesson 07 Customizing Embeddings + Model Architectures/001. Topics.mp4

5.0 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

54 MB

Module 2 Getting the Most Out of LLMs/Lesson 07 Customizing Embeddings + Model Architectures/003. 7.2 Using OpenAI s Embedded Models.mp4

121 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 MB

Module 2 Getting the Most Out of LLMs/Lesson 08 AI Alignment--First Principles/001. Topics.mp4

5.6 MB

Module 2 Getting the Most Out of LLMs/Lesson 08 AI Alignment--First Principles/002. 8.1 Introduction to AI Alignment.mp4

72 MB

Module 2 Getting the Most Out of LLMs/Lesson 08 AI Alignment--First Principles/003. 8.2 Evaluating Alignment Plus Ethics.mp4

92 MB

Module 3 Advanced LLM Usage/001. Module Introduction.mp4

28 MB

Module 3 Advanced LLM Usage/Lesson 09 Moving Beyond Foundation Models/001. Topics.mp4

5.7 MB

Module 3 Advanced LLM Usage/Lesson 09 Moving Beyond Foundation Models/002. 9.1 The Vision Transformer.mp4

13 MB

Module 3 Advanced LLM Usage/Lesson 09 Moving Beyond Foundation Models/003. 9.2 Using Cross Attention to Mix Data Modalities.mp4

18 MB

Module 3 Advanced LLM Usage/Lesson 09 Moving Beyond Foundation Models/004. 9.3 Case Study Visual QA Setting Up Our Model.mp4

113 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 MB

Module 3 Advanced LLM Usage/Lesson 09 Moving Beyond Foundation Models/006. 9.5 Introduction to Reinforcement Learning from Feedback.mp4

58 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 MB

Module 3 Advanced LLM Usage/Lesson 10 Advanced Open-Source LLM Fine-Tuning/001. Topics.mp4

5.8 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 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 MB

Module 3 Advanced LLM Usage/Lesson 10 Advanced Open-Source LLM Fine-Tuning/004. 10.3 Writing LaTeX with GPT-2.mp4

90 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 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 MB

Module 3 Advanced LLM Usage/Lesson 10 Advanced Open-Source LLM Fine-Tuning/007. 10.6 Instruction Alignment of LLMs Reward Modeling.mp4

144 MB

Module 3 Advanced LLM Usage/Lesson 10 Advanced Open-Source LLM Fine-Tuning/008. 10.7 Instruction Alignment of LLMs RLHF.mp4

164 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

119 MB

Module 3 Advanced LLM Usage/Lesson 11 Moving LLMs into Production/001. Topics.mp4

4.0 MB

Module 3 Advanced LLM Usage/Lesson 11 Moving LLMs into Production/002. 11.1 Cost Projecting and Deploying LLMs to Production.mp4

40 MB

Module 3 Advanced LLM Usage/Lesson 11 Moving LLMs into Production/003. 11.2 Knowledge Distillation.mp4

108 MB

Module 3 Advanced LLM Usage/Lesson 12 LLM Evaluations/001. Topics.mp4

4.2 MB

Module 3 Advanced LLM Usage/Lesson 12 LLM Evaluations/002. 12.1 Evaluating Generative Tasks Part 1.mp4

72 MB

Module 3 Advanced LLM Usage/Lesson 12 LLM Evaluations/003. 12.2 Evaluating Generative Tasks Part 2.mp4

108 MB

Module 3 Advanced LLM Usage/Lesson 12 LLM Evaluations/004. 12.3 Evaluating Understanding Tasks.mp4

101 MB

Module 3 Advanced LLM Usage/Lesson 12 LLM Evaluations/005. 12.4 Probing LLMs for world model.mp4

49 MB

Summary/001. Quick Guide to ChatGPT, Embeddings, and Other Large Language Models (LLMs) Summary.mp4

27 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

7.3 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

78 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 kB

z.quick-start-guide-to-llms-main/data/pds2.pdf

16 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 kB

z.quick-start-guide-to-llms-main/images/qsllm.jpeg

64 kB

z.quick-start-guide-to-llms-main/images/qsllm2e.jpg

120 kB

z.quick-start-guide-to-llms-main/notebooks/02_semantic_search.ipynb

438 kB

z.quick-start-guide-to-llms-main/notebooks/03_prompt_engineering.ipynb

36 kB

z.quick-start-guide-to-llms-main/notebooks/04_agent.ipynb

1.4 MB

z.quick-start-guide-to-llms-main/notebooks/04_rag_retrieval.ipynb

26 kB

z.quick-start-guide-to-llms-main/notebooks/05_bert_app_review.ipynb

101 kB

z.quick-start-guide-to-llms-main/notebooks/05_openai_app_review_fine_tuning.ipynb

2.0 MB

z.quick-start-guide-to-llms-main/notebooks/06_adv_prompt_engineering - DEEPSEEK.ipynb

510 kB

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/09_constructing_a_vqa_system.ipynb

326 kB

z.quick-start-guide-to-llms-main/notebooks/09_flan_t5_rl.ipynb

431 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

1.6 MB

z.quick-start-guide-to-llms-main/notebooks/10_latex_gpt2.ipynb

65 kB

z.quick-start-guide-to-llms-main/notebooks/10_optimizing_fine_tuning.ipynb

314 kB

z.quick-start-guide-to-llms-main/notebooks/10_SAWYER_LLAMA_SFT.ipynb

617 kB

z.quick-start-guide-to-llms-main/notebooks/10_SAWYER_Reward_Model.ipynb

232 kB

z.quick-start-guide-to-llms-main/notebooks/10_SAWYER_RLF.ipynb

756 kB

z.quick-start-guide-to-llms-main/notebooks/10_SAWYER_USE_SAWYER.ipynb

1.4 MB

z.quick-start-guide-to-llms-main/notebooks/11_distillation_example_1.ipynb

310 kB

z.quick-start-guide-to-llms-main/notebooks/11_distillation_example_2.ipynb

475 kB

z.quick-start-guide-to-llms-main/notebooks/11_llama_quantization.ipynb

438 kB

z.quick-start-guide-to-llms-main/notebooks/12_cluster.ipynb

437 kB

z.quick-start-guide-to-llms-main/notebooks/12_llm_calibration.ipynb

661 kB

z.quick-start-guide-to-llms-main/notebooks/12_llm_gen_eval.ipynb

999 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

5.4 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/conversation_utils.py

5.6 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

3.3 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