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  1. SCMP111 - August 2026
  2. Session 2 materials: Machine Learning Workflow

Session 2 materials: Machine Learning Workflow

Completion requirements

Everything for session 2, in one folder. Download the whole folder and keep the structure unchanged, because the notebook finds the data and the figures through relative paths.

  • notebooks/day2_ml_workflow.ipynb is the session notebook, already run, so every output is visible before you run anything.
  • notebooks/day2_assignment_solution.ipynb is the worked solution to assignment 2, linear regression written from scratch.
  • data/ holds the Palmer penguins measurements (CC0), the same data as session 1.
  • figures/ holds the two teaching figures the notebook displays.
    • data data
      • penguins.csv penguins.csv
      • README.md README.md
    • figures figures
      • ATTRIBUTION.md ATTRIBUTION.md
      • grid_search_cross_validation.png
      • KNN_decision_surface_animation.gif
    • notebooks notebooks
      • day2_assignment_solution.ipynb day2_assignment_solution.ipynb
      • day2_ml_workflow.ipynb day2_ml_workflow.ipynb
    • README.md README.md
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