Explore complementary strategies to optimize generative AI model performance, including prompt engineering, system messages, model parameters, Retrieval Augmented Generation (RAG), and fine-tuning. Learn when to use each strategy and how to combine them.
Syllabus 8
Introduction 5 minutes
Optimize model output with prompt engineering 10 minutes
Ground your model with Retrieval Augmented Generation 10 minutes
Fine-tune a model for consistent behavior 10 minutes
Compare and combine optimization strategies 5 minutes
Exercise - Optimize generative AI model performance 1.5 hours
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*** This is CS50, Harvard University's introduction to the intellectual enterprises of computer science and the art of programming. *** TABLE OF CONTENTS 00:00:00 - Welcome 00:14:13 - Introduction 00:16:25 - Image Generation 00:21:38 - ChatGPT 00:24:18 - Prompt Engineering 00:25:52 - CS50.ai 00:32:…