LLM Structured Output: JSON Mode & Pydantic Guide
Learn LLM structured output in Python with 3 methods: OpenAI JSON schema, Claude tool extraction, and Instructor. Build a type-safe invoice parser...
Structured Output tutorials
5 tutorials tagged Structured Output on Machine Learning Plus, newest first. Most of them belong to the Gen AI category.
Build a Multi-Provider LLM Toolkit (Python Project)
Build a zero-dep LLM toolkit in Python, unified client for OpenAI, Claude, Gemini, Ollama with cost tracking, retry, streaming, and structured output.
Gemini API Tutorial: Multimodal AI in Python
Build a multimodal document analyzer with the Google Gemini API in Python. Analyze images, PDFs, and text with structured JSON output, using raw HTTP...
Prompt Engineering Fundamentals, Reliable LLM Outputs
Apply prompt engineering fundamentals, zero-shot, few-shot, chain-of-thought, and structured output, to get consistent, reliable results from any LLM.
LangGraph Structured Output & Self-Correcting Agents
Build LangGraph agents that return validated, typed data using Pydantic models, with automatic retry loops that self-correct on validation failures.