Module 1: Experiment Tracking (The Lab Notebook)
📚 Module 1: Experiment Tracking
Course ID: OPS-601
Subject: The Lab Notebook
In the lab, a scientist doesn’t just mix chemicals and hope. They write everything down. In ML, we use Experiment Tracking (like MLflow) to do the same.
🏗️ Step 1: The Tracker (The “Logbook”)
An Experiment Tracker automatically saves:
- Parameters: Your settings.
- Metrics: Your scores.
- Artifacts: Your files.
🧩 The Analogy: The Fitness App
Imagine an app that tracks your runs (Shoes, Route, Heart rate, Map). Because it tracks everything, you know exactly why you ran faster today.
🥅 Module 1 Review
- Experiment Tracking: Automating your notes.
- MLflow: The most popular “Lab Notebook” in the industry.
:::tip Slow Learner Note Even just saving your results to a CSV file is better than nothing! :::