Workspace Weights and Biases¶

Weights and Biases is a commercial tool that provides experiment tracking, model visualization, and collaboration for machine learning projects. It helps researchers and developers keep track of their experiments, visualize their results, and compare different models to make informed decisions.

When Wights and Biases are integrated into Run:ai Workspaces, researchers can easily create their custom work environments and have access to a toolbox of many researcher-relevant tools in a single place. Researchers can now create useful connectivity between the running Workspace and the relevant project using Weights Biases for experiment tracking.

To configure Weights and Biases:

1. Login to your account in Weights and Biases. If you do not have a valid account, you will need to create one.
2. Setup your Weights and Biases account here
3. In your Run:ai account, create an environment and set Weights and Biases as a tool then:
4. Link it to https://wandb-c.ACME.com/${WANDB_PROJECT}
5. Add an environment variable:

   ```Key = WANDB_PROJECT```
   
   ```Value =``` leave empty for researcher to fill it in when creating a Workspace in the next step.
   

   1. Create a Workspace using the Environment you just created.
   2. In the Workspace, add the URL for your project in your Weights and Biases account to the value environment variable.

This will create a link, that will automatically open a new tab directly from your Workspace to your exact Weights and Biases project.