Evaluating Large Language Models (LLMs)

Lesson 2 Evaluating Generative Tasks/004. 2.3 Evaluating Free Text Response Tasks, Part 2.mp4

188.04 MB

Introduction/001. Evaluating Large Language Models (LLMs) Introduction.mp4

17.45 MB

Lesson 1 Foundations of LLM Evaluation/001. Learning objectives.en.srt

791 B

Lesson 1 Foundations of LLM Evaluation/001. Learning objectives.mp4

4.75 MB

Lesson 1 Foundations of LLM Evaluation/002. 1.1 Introduction to Evaluation Why It Matters.en.srt

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Lesson 1 Foundations of LLM Evaluation/002. 1.1 Introduction to Evaluation Why It Matters.mp4

50.98 MB

Lesson 1 Foundations of LLM Evaluation/003. 1.2 Generative versus Understanding Tasks.en.srt

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Lesson 1 Foundations of LLM Evaluation/003. 1.2 Generative versus Understanding Tasks.mp4

40.68 MB

Lesson 1 Foundations of LLM Evaluation/004. 1.3 Key Metrics for Common Tasks.en.srt

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Lesson 1 Foundations of LLM Evaluation/004. 1.3 Key Metrics for Common Tasks.mp4

86.04 MB

Lesson 2 Evaluating Generative Tasks/001. Learning objectives.en.srt

706 B

Lesson 2 Evaluating Generative Tasks/001. Learning objectives.mp4

5.09 MB

Lesson 2 Evaluating Generative Tasks/002. 2.1 Evaluating Multiple-Choice Tasks.en.srt

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Lesson 2 Evaluating Generative Tasks/002. 2.1 Evaluating Multiple-Choice Tasks.mp4

51.55 MB

Lesson 2 Evaluating Generative Tasks/003. 2.2 Evaluating Free Text Response Tasks, Part 1.en.srt

30.9 KB

Lesson 2 Evaluating Generative Tasks/003. 2.2 Evaluating Free Text Response Tasks, Part 1.mp4

100.79 MB

Lesson 2 Evaluating Generative Tasks/004. 2.3 Evaluating Free Text Response Tasks, Part 2.en.srt

37.5 KB

Introduction/001. Evaluating Large Language Models (LLMs) Introduction.en.srt

2.55 KB

Lesson 2 Evaluating Generative Tasks/005. 2.3 AIs Supervising AIs LLM as a Judge.mp4

48.88 MB

Lesson 2 Evaluating Generative Tasks/005. 2.4 AIs Supervising AIs LLM as a Judge.en.srt

17.24 KB

Lesson 3 Evaluating Understanding Tasks/001. Learning objectives.en.srt

933 B

Lesson 3 Evaluating Understanding Tasks/001. Learning objectives.mp4

6.81 MB

Lesson 3 Evaluating Understanding Tasks/002. 3.1 Evaluating Embedding Tasks.en.srt

20.54 KB

Lesson 3 Evaluating Understanding Tasks/002. 3.1 Evaluating Embedding Tasks.mp4

62.33 MB

Lesson 3 Evaluating Understanding Tasks/003. 3.2 Evaluating Classification Tasks.en.srt

27.64 KB

Lesson 3 Evaluating Understanding Tasks/003. 3.2 Evaluating Classification Tasks.mp4

82.36 MB

Lesson 3 Evaluating Understanding Tasks/004. 3.3 Building an LLM Classifier with BERT and GPT.en.srt

30.89 KB

Lesson 3 Evaluating Understanding Tasks/004. 3.3 Building an LLM Classifier with BERT and GPT.mp4

88.62 MB

Lesson 4 Using Benchmarks Effectively/001. Learning objectives.en.srt

854 B

Lesson 4 Using Benchmarks Effectively/001. Learning objectives.mp4

6.4 MB

Lesson 4 Using Benchmarks Effectively/002. 4.1 The Role of Benchmarks.en.srt

10.81 KB

Lesson 4 Using Benchmarks Effectively/002. 4.1 The Role of Benchmarks.mp4

31.82 MB

Lesson 4 Using Benchmarks Effectively/003. 4.2 Interrogating Common Benchmarks.en.srt

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Lesson 4 Using Benchmarks Effectively/003. 4.2 Interrogating Common Benchmarks.mp4

90.11 MB

Lesson 4 Using Benchmarks Effectively/004. 4.3 Evaluating LLMs with Benchmarks.en.srt

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Lesson 4 Using Benchmarks Effectively/004. 4.3 Evaluating LLMs with Benchmarks.mp4

130.61 MB

Lesson 5 Probing LLMs for a World Model/001. Learning objectives.en.srt

703 B

Lesson 5 Probing LLMs for a World Model/001. Learning objectives.mp4

5.08 MB

Lesson 5 Probing LLMs for a World Model/002. 5.1 Probing LLMs for Knowledge.en.srt

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Lesson 5 Probing LLMs for a World Model/002. 5.1 Probing LLMs for Knowledge.mp4

73.84 MB

Lesson 5 Probing LLMs for a World Model/003. 5.2 Probing LLMs to Play Games.en.srt

33.9 KB

Lesson 5 Probing LLMs for a World Model/003. 5.2 Probing LLMs to Play Games.mp4

147.88 MB

Lesson 6 Evaluating LLM Fine-Tuning/001. Learning objectives.en.srt

693 B

Lesson 6 Evaluating LLM Fine-Tuning/001. Learning objectives.mp4

5 MB

Lesson 6 Evaluating LLM Fine-Tuning/002. 6.1 Fine-Tuning Objectives.en.srt

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Lesson 6 Evaluating LLM Fine-Tuning/002. 6.1 Fine-Tuning Objectives.mp4

32.91 MB

Lesson 6 Evaluating LLM Fine-Tuning/003. 6.2 Metrics for Fine-Tuning Success.en.srt

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Lesson 6 Evaluating LLM Fine-Tuning/003. 6.2 Metrics for Fine-Tuning Success.mp4

41.7 MB

Lesson 6 Evaluating LLM Fine-Tuning/004. 6.3 Practical Demonstration Evaluating Fine-Tuning.en.srt

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Lesson 6 Evaluating LLM Fine-Tuning/004. 6.3 Practical Demonstration Evaluating Fine-Tuning.mp4

101.91 MB

Lesson 6 Evaluating LLM Fine-Tuning/005. 6.4 Evaluating and Cleaning Data.en.srt

45.02 KB

Lesson 6 Evaluating LLM Fine-Tuning/005. 6.4 Evaluating and Cleaning Data.mp4

166.65 MB

Lesson 7 Case Studies/001. Learning objectives.en.srt

832 B

Lesson 7 Case Studies/001. Learning objectives.mp4

6.19 MB

Lesson 7 Case Studies/002. 7.1 Evaluating AI Agents Task Automation and Tool Integration.en.srt

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Lesson 7 Case Studies/002. 7.1 Evaluating AI Agents Task Automation and Tool Integration.mp4

77.75 MB

Lesson 7 Case Studies/003. 7.2 Measuring Retrieval-Augmented Generation (RAG) Systems.en.srt

15.05 KB

Lesson 7 Case Studies/003. 7.2 Measuring Retrieval-Augmented Generation (RAG) Systems.mp4

47.87 MB

Lesson 7 Case Studies/004. 7.3 Building and Evaluating a Recommendation Engine Using LLMs.en.srt

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Lesson 7 Case Studies/004. 7.3 Building and Evaluating a Recommendation Engine Using LLMs.mp4

87.38 MB

Lesson 7 Case Studies/005. 7.4 Using Evaluation to Combat AI Drift.en.srt

28.5 KB

Lesson 7 Case Studies/005. 7.4 Using Evaluation to Combat AI Drift.mp4

117.82 MB

Lesson 7 Case Studies/006. 7.5 Time-Series Regression.en.srt

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Lesson 7 Case Studies/006. 7.5 Time-Series Regression.mp4

106.69 MB

Lesson 8 Summary of Evaluation and Looking Ahead/001. Learning objectives.en.srt

812 B

Lesson 8 Summary of Evaluation and Looking Ahead/001. Learning objectives.mp4

5.45 MB

Lesson 8 Summary of Evaluation and Looking Ahead/002. 8.1 When and How to Evaluate.en.srt

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Lesson 8 Summary of Evaluation and Looking Ahead/002. 8.1 When and How to Evaluate.mp4

46.51 MB

Lesson 8 Summary of Evaluation and Looking Ahead/003. 8.2 Looking Ahead Trends in LLM Evaluation.en.srt

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Lesson 8 Summary of Evaluation and Looking Ahead/003. 8.2 Looking Ahead Trends in LLM Evaluation.mp4

26.56 MB

Summary/001. Evaluating Large Language Models (LLMs) Summary.en.srt

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Summary/001. Evaluating Large Language Models (LLMs) Summary.mp4

7.93 MB

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