Overview

Practical tutorials and examples for building with Weights & Biases Weave

Welcome to the Weights & Biases Weave tutorial collection. These hands-on tutorials provide practical examples and best practices for building applications with Weave.

This section of the docs differs from the Guides section in that these tutorials combine concepts across the Weave’s functionality to steer you towards a specific end goal, as opposed to documenting specific pieces functionality.

Getting Started

Begin your journey with Weave through practical, hands-on examples covering tracing and evaluation basics.

Evaluations & Datasets

Learn how to create evaluations, work with datasets, and build leaderboards for model comparison.

Models & Prompts

Explore model management, prompt engineering, and optimization techniques with real-world examples.

Advanced Topics

Dive into complex use cases including multi-agent systems, code generation, and specialized pipelines.

Production & Monitoring

Implement production-ready patterns for monitoring, feedback collection, and safety guardrails.

API & Integration

Learn how to integrate Weave using the service API and connect with external systems.

Featured Cookbooks

Getting Started

• Hello Trace - Your first steps with Weave tracing
• Hello Eval - Introduction to evaluation concepts

Evaluations & Datasets

• Leaderboard Quickstart - Build model comparison leaderboards
• HuggingFace Datasets - Evaluate models using HF datasets
• Import from CSV - Load and work with CSV data

Models & Prompts

• Models and Weave Integration - Comprehensive model integration guide
• Chain of Density - Advanced prompting techniques
• DSPy Prompt Optimization - Optimize prompts programmatically
• NotDiamond Custom Routing - Implement intelligent model routing

Advanced Topics

• Multi-Agent Structured Output - Complex multi-agent systems
• Code Generation - Build code generation pipelines
• OCR Pipeline - Process documents with OCR
• Audio Processing - Work with audio data in Weave

Production & Monitoring

• Online Monitoring - Real-time system monitoring
• Production Feedback - Collect and analyze user feedback
• Scorers as Guardrails - Implement safety measures
• Custom Model Costs - Track and optimize costs
• PII Protection - Handle sensitive data safely

API & Integration

• Service API Usage - Direct API integration patterns