Weights & Biases

Weights & Biases

โ˜… 4.2 ๐Ÿ”– 4000 saves ๐Ÿ’ฐ Freemium GitHub

Weights & Biases is the AI developer platform for training and fine-tuning models: experiment tracking, model and data versioning, hyperparameter sweeps and production model management in one workspace. This repository is its open-source client library, used by ML teams everywhere, with about 11,300 stars on GitHub.

Overview

Serious model development produces chaos โ€” hundreds of runs, dozens of dataset versions, hyperparameters nobody wrote down. Weights & Biases imposes order with a few lines of code: log metrics, configs, media and system stats during training and every run lands in a shared, searchable dashboard where teams compare results, discuss them and promote the best models to a registry. Artifacts version the datasets and models flowing through a pipeline with full lineage, Sweeps automate hyperparameter search across machines, and the platform extends to LLM workflows with tracing and evaluation tools for prompts and fine-tuning jobs. The client integrates with PyTorch, TensorFlow, Keras, JAX, Hugging Face and most training stacks, runs alongside jobs on any infrastructure, and can be self-hosted for regulated environments. It has become default infrastructure at research labs and AI companies alike, and the client repository remains in daily active development through 2026.

Key Features

  • Experiment tracking with metrics, configs, media and system statistics
  • Artifacts for dataset and model versioning with end-to-end lineage
  • Hyperparameter sweeps automated across distributed machines
  • Model registry for managing models from experimentation to production
  • LLM tracing and evaluation tools for prompts and fine-tuning
  • Integrations with PyTorch, Keras, JAX, Hugging Face and more

๐Ÿ’ณ Pricing

The wandb client library is open source under the MIT license, and the hosted platform has a free tier for individual researchers. Teams and enterprises pay for collaboration, private hosting and scale, so the overall offering is freemium.

Who Is It For

Weights & Biases is for ML researchers and engineering teams who train models seriously and need reproducibility, comparability and collaboration across many experiments โ€” from academic labs to production AI organizations.

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