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Lab 4: Experiment Management

By Charles Frye. Published August 17, 2022.

In this lab, we'll work through an entire experiment management workflow for model development, using a tool called Weights & Biases.

Outline

  • 00:00 Why do we need experiment management?
  • 02:24 Tracking experiments with TensorBoard
  • 04:16 Experiment management with Weights & Biases
  • 06:48 A guided tour of the W&B run interface
  • 12:12 Exploratory data analysis with W&B Tables
  • 14:00 Project management with W&B
  • 16:27 Artifact versioning with W&B
  • 18:52 Programmatic API access to W&B
  • 20:14 Collaboration tools in W&B
  • 25:00 Hyperparameter sweeps in W&B
  • 28:15 Overview of exercises