Getting Started
Created on September 8|Last edited on September 9
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WHAT IS W&B AND WHY SHOULD YOU CARE:
- Free
- Easy
- Makes you better at your job
- Explain W&B in one sentence ("we log everything, better models faster, etc)
- We'll teach you how to use it below!
This tutorial will show you everything you need to get started with Weights & Biases.
W&B is free for personal use and academic projects; and is used by ML engineers at OpenAI, Lyft, Pfizer, Qualcomm, NVIDIA, Toyota, GitHub, and MILA. W&B is part of the new standard of best practices for machine learning.
Weights & Biases is the leading machine learning platform for developers to build better models faster.
SO, OKAY, WHAT CAN I DO WITH W&B ANYWAY?
Use W&B's lightweight, interoperable tools to:
- Track experiments, metrics & gpu usage. Visualize results, debug models and spot regressions. Evaluate model performance
- Version, iterate on and analyze datasets
- Optimize hyperparameters automatically
- Reproduce models – capture code, hyperparameters, metrics, input data, and the exact code version that trained each model
- Collaboratively train models and share findings with colleagues
- Data and model provenance – create reliable records for auditing models
WE KNOW YOU VALUE YOUR DATA. SO DO WE.
- Security – Install in private cloud and on-prem, SOC2
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