Quick Guide to ChatGPT, Embeddings, and Other Large Language Models (LLMs)

File Name

Size

Module 2 Getting the Most Out of LLMs/Lesson 4 Optimizing LLMs with Fine-Tuning/005. 4.4 Case Study Predicting with Amazon Reviews Part 2.mp4

167 MB

Introduction/001. Quick Guide to Large Language Models Introduction.mp4

21 MB

Module 1 Introduction to Large Language Models/001. Module Introduction.en.srt

4.1 kB

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

18 MB

Module 1 Introduction to Large Language Models/Lesson 1 Overview of Large Language Models/001. Topics.en.srt

1.1 kB

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

5.8 MB

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

34 kB

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

121 MB

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

30 kB

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

98 MB

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

5.0 kB

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

16 MB

Module 1 Introduction to Large Language Models/Lesson 2 Semantic Search with LLMs/001. Topics.en.srt

811 B

Module 1 Introduction to Large Language Models/Lesson 2 Semantic Search with LLMs/001. Topics.mp4

4.5 MB

Module 1 Introduction to Large Language Models/Lesson 2 Semantic Search with LLMs/002. 2.1 Introduction to Semantic Search.en.srt

23 kB

Module 1 Introduction to Large Language Models/Lesson 2 Semantic Search with LLMs/002. 2.1 Introduction to Semantic Search.mp4

65 MB

Module 1 Introduction to Large Language Models/Lesson 2 Semantic Search with LLMs/003. 2.2 Building a Semantic Search System.en.srt

32 kB

Module 1 Introduction to Large Language Models/Lesson 2 Semantic Search with LLMs/003. 2.2 Building a Semantic Search System.mp4

114 MB

Module 1 Introduction to Large Language Models/Lesson 2 Semantic Search with LLMs/004. 2.3 Optimizing Semantic Search with Cross-Encoders and Fine-Tuning.en.srt

38 kB

Module 1 Introduction to Large Language Models/Lesson 2 Semantic Search with LLMs/004. 2.3 Optimizing Semantic Search with Cross-Encoders and Fine-Tuning.mp4

144 MB

Module 1 Introduction to Large Language Models/Lesson 3 First Steps with Prompt Engineering/001. Topics.en.srt

1010 B

Module 1 Introduction to Large Language Models/Lesson 3 First Steps with Prompt Engineering/001. Topics.mp4

5.8 MB

Module 1 Introduction to Large Language Models/Lesson 3 First Steps with Prompt Engineering/002. 3.1 Introduction to Prompt Engineering.en.srt

47 kB

Module 1 Introduction to Large Language Models/Lesson 3 First Steps with Prompt Engineering/002. 3.1 Introduction to Prompt Engineering.mp4

122 MB

Module 1 Introduction to Large Language Models/Lesson 3 First Steps with Prompt Engineering/003. 3.2 Working with Prompts Across Models.en.srt

6.8 kB

Module 1 Introduction to Large Language Models/Lesson 3 First Steps with Prompt Engineering/003. 3.2 Working with Prompts Across Models.mp4

22 MB

Module 1 Introduction to Large Language Models/Lesson 3 First Steps with Prompt Engineering/004. 3.3 Building a Retrieval-Augmented Generation Bot with ChatGPT and GPT-4.en.srt

29 kB

Module 1 Introduction to Large Language Models/Lesson 3 First Steps with Prompt Engineering/004. 3.3 Building a Retrieval-Augmented Generation Bot with ChatGPT and GPT-4.mp4

109 MB

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

3.4 kB

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

17 MB

Module 2 Getting the Most Out of LLMs/Lesson 4 Optimizing LLMs with Fine-Tuning/001. Topics.en.srt

1001 B

Module 2 Getting the Most Out of LLMs/Lesson 4 Optimizing LLMs with Fine-Tuning/001. Topics.mp4

5.7 MB

Module 2 Getting the Most Out of LLMs/Lesson 4 Optimizing LLMs with Fine-Tuning/002. 4.1 Transfer Learning A Primer.en.srt

9.7 kB

Module 2 Getting the Most Out of LLMs/Lesson 4 Optimizing LLMs with Fine-Tuning/002. 4.1 Transfer Learning A Primer.mp4

26 MB

Module 2 Getting the Most Out of LLMs/Lesson 4 Optimizing LLMs with Fine-Tuning/003. 4.2 The OpenAI Fine-Tuning API.en.srt

9.0 kB

Module 2 Getting the Most Out of LLMs/Lesson 4 Optimizing LLMs with Fine-Tuning/003. 4.2 The OpenAI Fine-Tuning API.mp4

30 MB

Module 2 Getting the Most Out of LLMs/Lesson 4 Optimizing LLMs with Fine-Tuning/004. 4.3 Case Study Predicting with Amazon Reviews Part 1.en.srt

15 kB

Module 2 Getting the Most Out of LLMs/Lesson 4 Optimizing LLMs with Fine-Tuning/004. 4.3 Case Study Predicting with Amazon Reviews Part 1.mp4

46 MB

Module 2 Getting the Most Out of LLMs/Lesson 4 Optimizing LLMs with Fine-Tuning/005. 4.4 Case Study Predicting with Amazon Reviews Part 2.en.srt

45 kB

Introduction/001. Quick Guide to Large Language Models Introduction.en.srt

4.0 kB

Module 2 Getting the Most Out of LLMs/Lesson 5 Advanced Prompt Engineering/001. Topics.en.srt

593 B

Module 2 Getting the Most Out of LLMs/Lesson 5 Advanced Prompt Engineering/001. Topics.mp4

3.7 MB

Module 2 Getting the Most Out of LLMs/Lesson 5 Advanced Prompt Engineering/002. 5.1 InputOutput Validation.en.srt

14 kB

Module 2 Getting the Most Out of LLMs/Lesson 5 Advanced Prompt Engineering/002. 5.1 InputOutput Validation.mp4

46 MB

Module 2 Getting the Most Out of LLMs/Lesson 5 Advanced Prompt Engineering/003. 5.2 Batch Prompting + Prompt Chaining.en.srt

12 kB

Module 2 Getting the Most Out of LLMs/Lesson 5 Advanced Prompt Engineering/003. 5.2 Batch Prompting + Prompt Chaining.mp4

40 MB

Module 2 Getting the Most Out of LLMs/Lesson 5 Advanced Prompt Engineering/004. 5.3 Chain-of-Thought Prompting.en.srt

14 kB

Module 2 Getting the Most Out of LLMs/Lesson 5 Advanced Prompt Engineering/004. 5.3 Chain-of-Thought Prompting.mp4

48 MB

Module 2 Getting the Most Out of LLMs/Lesson 5 Advanced Prompt Engineering/005. 5.4 Preventing Prompt Injection Attacks.en.srt

7.6 kB

Module 2 Getting the Most Out of LLMs/Lesson 5 Advanced Prompt Engineering/005. 5.4 Preventing Prompt Injection Attacks.mp4

22 MB

Module 2 Getting the Most Out of LLMs/Lesson 5 Advanced Prompt Engineering/006. 5.5 Assessing an LLM's Encoded Knowledge Level.en.srt

7.6 kB

Module 2 Getting the Most Out of LLMs/Lesson 5 Advanced Prompt Engineering/006. 5.5 Assessing an LLM's Encoded Knowledge Level.mp4

28 MB

Module 2 Getting the Most Out of LLMs/Lesson 6 Customizing Embeddings + Model Architectures/001. Topics.en.srt

1005 B

Module 2 Getting the Most Out of LLMs/Lesson 6 Customizing Embeddings + Model Architectures/001. Topics.mp4

5.4 MB

Module 2 Getting the Most Out of LLMs/Lesson 6 Customizing Embeddings + Model Architectures/002. 6.1 Case Study Building an Anime Recommendation System.en.srt

13 kB

Module 2 Getting the Most Out of LLMs/Lesson 6 Customizing Embeddings + Model Architectures/002. 6.1 Case Study Building an Anime Recommendation System.mp4

54 MB

Module 2 Getting the Most Out of LLMs/Lesson 6 Customizing Embeddings + Model Architectures/003. 6.2 Using OpenAI s Embedding Models.en.srt

17 kB

Module 2 Getting the Most Out of LLMs/Lesson 6 Customizing Embeddings + Model Architectures/003. 6.2 Using OpenAI s Embedding Models.mp4

71 MB

Module 2 Getting the Most Out of LLMs/Lesson 6 Customizing Embeddings + Model Architectures/004. 6.3 Fine-Tuning an Embedding Model to Capture User Behavior.en.srt

28 kB

Module 2 Getting the Most Out of LLMs/Lesson 6 Customizing Embeddings + Model Architectures/004. 6.3 Fine-Tuning an Embedding Model to Capture User Behavior.mp4

115 MB

Module 3 Advanced LLM Usage/001. Module Introduction.en.srt

4.6 kB

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

20 MB

Module 3 Advanced LLM Usage/Lesson 7 Moving Beyond Foundation Models/001. Topics.en.srt

1.0 kB

Module 3 Advanced LLM Usage/Lesson 7 Moving Beyond Foundation Models/001. Topics.mp4

5.9 MB

Module 3 Advanced LLM Usage/Lesson 7 Moving Beyond Foundation Models/002. 7.1 The Vision Transformer.en.srt

3.4 kB

Module 3 Advanced LLM Usage/Lesson 7 Moving Beyond Foundation Models/002. 7.1 The Vision Transformer.mp4

13 MB

Module 3 Advanced LLM Usage/Lesson 7 Moving Beyond Foundation Models/003. 7.2 Using Cross Attention to Mix Data Modalities.en.srt

4.8 kB

Module 3 Advanced LLM Usage/Lesson 7 Moving Beyond Foundation Models/003. 7.2 Using Cross Attention to Mix Data Modalities.mp4

17 MB

Module 3 Advanced LLM Usage/Lesson 7 Moving Beyond Foundation Models/004. 7.3 Case Study Visual QA Setting Up Our Model.en.srt

32 kB

Module 3 Advanced LLM Usage/Lesson 7 Moving Beyond Foundation Models/004. 7.3 Case Study Visual QA Setting Up Our Model.mp4

109 MB

Module 3 Advanced LLM Usage/Lesson 7 Moving Beyond Foundation Models/005. 7.4 Case Study Visual QA Setting Up Our Parameters and Data.en.srt

27 kB

Module 3 Advanced LLM Usage/Lesson 7 Moving Beyond Foundation Models/005. 7.4 Case Study Visual QA Setting Up Our Parameters and Data.mp4

103 MB

Module 3 Advanced LLM Usage/Lesson 7 Moving Beyond Foundation Models/006. 7.5 Introduction to Reinforcement Learning from Feedback.en.srt

18 kB

Module 3 Advanced LLM Usage/Lesson 7 Moving Beyond Foundation Models/006. 7.5 Introduction to Reinforcement Learning from Feedback.mp4

56 MB

Module 3 Advanced LLM Usage/Lesson 7 Moving Beyond Foundation Models/007. 7.6 Aligning FLAN-T5 with Reinforcement Learning from Feedback.en.srt

31 kB

Module 3 Advanced LLM Usage/Lesson 7 Moving Beyond Foundation Models/007. 7.6 Aligning FLAN-T5 with Reinforcement Learning from Feedback.mp4

128 MB

Module 3 Advanced LLM Usage/Lesson 8 Advanced Open-source LLM Fine-Tuning/001. Topics.en.srt

1.0 kB

Module 3 Advanced LLM Usage/Lesson 8 Advanced Open-source LLM Fine-Tuning/001. Topics.mp4

5.9 MB

Module 3 Advanced LLM Usage/Lesson 8 Advanced Open-source LLM Fine-Tuning/002. 8.1 BERT for Multi-label Classification Part 1.en.srt

20 kB

Module 3 Advanced LLM Usage/Lesson 8 Advanced Open-source LLM Fine-Tuning/002. 8.1 BERT for Multi-label Classification Part 1.mp4

56 MB

Module 3 Advanced LLM Usage/Lesson 8 Advanced Open-source LLM Fine-Tuning/003. 8.2 BERT for Multi-label Classification Part 2.en.srt

41 kB

Module 3 Advanced LLM Usage/Lesson 8 Advanced Open-source LLM Fine-Tuning/003. 8.2 BERT for Multi-label Classification Part 2.mp4

126 MB

Module 3 Advanced LLM Usage/Lesson 8 Advanced Open-source LLM Fine-Tuning/004. 8.3 Writing LaTeX with GPT-2.en.srt

30 kB

Module 3 Advanced LLM Usage/Lesson 8 Advanced Open-source LLM Fine-Tuning/004. 8.3 Writing LaTeX with GPT-2.mp4

91 MB

Module 3 Advanced LLM Usage/Lesson 8 Advanced Open-source LLM Fine-Tuning/005. 8.4 Case Study Sinan s Attempt at Wise Yet Engaging Responses SAWYER.en.srt

12 kB

Module 3 Advanced LLM Usage/Lesson 8 Advanced Open-source LLM Fine-Tuning/005. 8.4 Case Study Sinan s Attempt at Wise Yet Engaging Responses SAWYER.mp4

31 MB

Module 3 Advanced LLM Usage/Lesson 8 Advanced Open-source LLM Fine-Tuning/006. 8.5 Instruction Alignment of LLMs Supervised Fine-Tuning.en.srt

14 kB

Module 3 Advanced LLM Usage/Lesson 8 Advanced Open-source LLM Fine-Tuning/006. 8.5 Instruction Alignment of LLMs Supervised Fine-Tuning.mp4

42 MB

Module 3 Advanced LLM Usage/Lesson 8 Advanced Open-source LLM Fine-Tuning/007. 8.6 Instruction Alignment of LLMs Reward Modeling.en.srt

26 kB

Module 3 Advanced LLM Usage/Lesson 8 Advanced Open-source LLM Fine-Tuning/007. 8.6 Instruction Alignment of LLMs Reward Modeling.mp4

100 MB

Module 3 Advanced LLM Usage/Lesson 8 Advanced Open-source LLM Fine-Tuning/008. 8.7 Instruction Alignment of LLMs RLHF.en.srt

19 kB

Module 3 Advanced LLM Usage/Lesson 8 Advanced Open-source LLM Fine-Tuning/008. 8.7 Instruction Alignment of LLMs RLHF.mp4

63 MB

Module 3 Advanced LLM Usage/Lesson 8 Advanced Open-source LLM Fine-Tuning/009. 8.8 Instruction Alignment of LLMs Using Our Instruction Aligned LLM.en.srt

16 kB

Module 3 Advanced LLM Usage/Lesson 8 Advanced Open-source LLM Fine-Tuning/009. 8.8 Instruction Alignment of LLMs Using Our Instruction Aligned LLM.mp4

58 MB

Module 3 Advanced LLM Usage/Lesson 9 Moving LLMs into Production/001. Topics.en.srt

906 B

Module 3 Advanced LLM Usage/Lesson 9 Moving LLMs into Production/001. Topics.mp4

4.5 MB

Module 3 Advanced LLM Usage/Lesson 9 Moving LLMs into Production/002. 9.1 Cost Projecting and Deploying LLMs to Production.en.srt

15 kB

Module 3 Advanced LLM Usage/Lesson 9 Moving LLMs into Production/002. 9.1 Cost Projecting and Deploying LLMs to Production.mp4

40 MB

Module 3 Advanced LLM Usage/Lesson 9 Moving LLMs into Production/003. 9.2 Knowledge Distillation.en.srt

34 kB

Module 3 Advanced LLM Usage/Lesson 9 Moving LLMs into Production/003. 9.2 Knowledge Distillation.mp4

108 MB

Summary/001. Quick Guide to Large Language Models Summary.en.srt

4.5 kB

Summary/001. Quick Guide to Large Language Models Summary.mp4

24 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

7.1 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.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