Prompts

Weights & Biases (W&B) is an AI Developer Platform that helps AI developers build better models faster. It allows users to quickly track experiments, version and iterate on datasets, evaluate model performance, reproduce models, and manage their ML workflows end-to-end.

• W&B is loved by over 800,000+ ML practitioners.
• It is trusted by the world’s leading ML teams.
• W&B helps streamline your ML workflow from end to end.
• It allows users to integrate quickly, track, and version automatically.

• W&B offers experiment tracking, collaborative dashboards, dataset and model versioning, interactive data visualization, hyperparameter optimization, and more.
• It provides a central, user-friendly, and interactive dashboard where users can view their experimentations and track their performance.
• W&B allows users to track every part of the model training process, visualize models, and compare experiments.
• It offers automated hyperparameter tuning with the use of Sweeps.

• W&B is used for tracking and visualizing all the pieces of your machine learning pipeline, from datasets to production machine learning models.
• It is used for debugging, provenance, reproducibility.
• W&B is used for experiment tracking and data versioning inside existing projects.

• W&B offers a free plan for personal projects.
• The Teams plan costs $50 per month per user, billed annually. This plan includes the first 250 tracked hours free, 5,000 annual tracked hours included, up to 10 seats, unlimited teams for collaboration, and 100 GB storage and artifacts tracking.
• W&B also offers custom plans under its Enterprise plan.

• The best alternatives to W&B include Neptune, TensorBoard, Comet, MLflow, Kubeflow, and SageMaker Studio.
• Other great apps like W&B are Aim, Stable-baselines3, Guildai, Cleanrl, Pytorch-summary, and Tetris-deep-Q-learning-pytorch.