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02:47 Retrieval-Augmented Generation RAG Pattern
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Classroom Contents
Building Trust in Generative AI: Accuracy and Automation
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- 1 00:00 Introduction to the Speaker and Topic
- 2 00:12 Importance of Accuracy in Generative AI
- 3 01:01 Automating Accuracy Evaluation
- 4 01:33 Generative AI with and without Context
- 5 02:47 Retrieval-Augmented Generation RAG Pattern
- 6 03:52 Metrics for Evaluating RAG Applications
- 7 05:21 Context Recall and Precision
- 8 08:25 Evaluating the Generator: Faithfulness and Semantic Similarity
- 9 09:48 Key Stages of Accuracy Evaluation
- 10 10:29 Dataset Preparation and Metrics Computation
- 11 12:48 Integrating Accuracy Evaluation into CI/CD Pipeline
- 12 15:58 Challenges in Accuracy Evaluation
- 13 17:29 Conclusion and Final Thoughts
