Learning path

New to machine learning? Go through these in order. Each one is short, and the ones marked interactive let you try the idea yourself.

1. 1Get the big picture

   • The ML workflow at a glanceLesson
   • Prompting vs fine-tuning vs training from scratchLesson

2. 2Train a model well

   • Train, validation and test splitsLesson · interactive
   • Overfitting and underfittingLesson · interactive
   • Hyperparameters that matter mostLesson · interactive
   • Picking the right metricLesson · interactive

3. 3Run it for real

   • CPU vs GPU, and keeping costs downLesson
   • Reproducibility and MLOpsLesson

4. 4Follow a real project

   • How to build a spam filter, start to finishGuide · 4 min read
   • How to predict customer churn from your order historyGuide · 4 min read
   • How to build a chatbot that answers questions from your PDFsGuide · 5 min read

5. 5Build your own

   • Describe your own idea and get a personalised planAbout 3 minutes