Скачать или смотреть Structured Outputs | LangChain Full Course

Unlock Predictable AI Results with Structured Outputs!

Transform your language model workflows with LangChain's structured outputs, streamlining everything from database integrations to API responses. This full course teaches you how to ensure your AI outputs are consistent, machine-readable, and production-ready.

What You’ll Learn in this Video:

Why Use Structured Outputs?
Understand how schemas like JSON, Pydantic, and TypedDict help produce reliable, structured responses for data pipelines, chatbots, analytics tools, and more.

LangChain’s .with_structured_output() Method
Learn how this helper streamlines schema binding and parsing—making model outputs adhere to your defined structure effortlessly.

Schema Definition Techniques
Discover how to define schemas using Python dictionaries, Pydantic models, or TypedDicts for flexible and validated responses.

Tool Calling & JSON Mode
Explore how to bind models with structured schemas for enforceable outputs—plus using JSON mode for native structured responses.

Advanced Parsing Strategies
Dive into using PydanticOutputParser, StructuredOutputParser, and other parsing tools to ensure type safety and error-resistant integrations.

Github repo Link:
https://github.com/samanwaya938/LangChain_...


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