structured output Archives - machinelearningplus

machine learning + Build a Multi-Provider LLM Toolkit (Python Project) machinelearningplus.com

51 min

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.

Cost Tracking LLM API Multi-Provider

machine learning + LLM Structured Output: JSON Mode & Pydantic Guide machinelearningplus.com

26 min

Gen AI

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 with Pydantic.

Claude API Gen AI Instructor

machine learning + Gemini API Tutorial: Multimodal AI in Python machinelearningplus.com

27 min

Gen AI

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...

Gemini Gen AI Google Gemini API

machine learning + LangGraph Structured Output & Self-Correcting Agents machinelearningplus.com

35 min

Gen AI

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.

AI agents LangGraph Pydantic

machine learning + Prompt Engineering Fundamentals — Reliable LLM Outputs machinelearningplus.com

27 min

Gen AI

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.

chain-of-thought few-shot prompting GPT-4o

Build a Multi-Provider LLM Toolkit (Python Project)

LLM Structured Output: JSON Mode & Pydantic Guide

Gemini API Tutorial: Multimodal AI in Python

LangGraph Structured Output & Self-Correcting Agents

Prompt Engineering Fundamentals — Reliable LLM Outputs

Machine Learning A-Z™: Hands-On Python & R In Data Science

Free Sample Videos:

#structured output

Build a Multi-Provider LLM Toolkit (Python Project)

LLM Structured Output: JSON Mode & Pydantic Guide

Gemini API Tutorial: Multimodal AI in Python

LangGraph Structured Output & Self-Correcting Agents

Prompt Engineering Fundamentals — Reliable LLM Outputs

Machine Learning A-Z™: Hands-On Python & R In Data Science

Free Sample Videos:

Machine Learning A-Z™: Hands-On Python & R In Data Science

Machine Learning A-Z™: Hands-On Python & R In Data Science

Machine Learning A-Z™: Hands-On Python & R In Data Science

Machine Learning A-Z™: Hands-On Python & R In Data Science

Machine Learning A-Z™: Hands-On Python & R In Data Science