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Learn to Program Not Write Prompts with DSPy

Databricks via YouTube

Overview

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Discover how to transition from manual prompt engineering to programmatic GenAI application development using DSPy in this 14-minute conference talk. Explore the limitations of traditional prompt writing, which involves tedious manual trial-and-error processes that become increasingly difficult to test and maintain as applications grow in complexity. Learn how DSPy revolutionizes GenAI development by enabling you to modularize prompts into reusable modules and enforce proper typing through signatures, bringing software engineering best practices to AI applications. Understand how to leverage state-of-the-art optimization algorithms to automatically tune prompts and weights against evaluation datasets, similar to traditional machine learning workflows. Follow along with practical demonstrations that use a restaurant analogy to illustrate DSPy's core capabilities and see how this framework transforms the development process from prompt crafting to actual programming. Gain insights into building more maintainable, testable, and scalable GenAI applications through programmatic approaches rather than relying on manual prompt optimization techniques.

Syllabus

Learn to Program Not Write Prompts with DSPy

Taught by

Databricks

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