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AI Club’s

Project Workshop

  • Build your own ML project from scratch�
  • Add to your portfolio�
  • Compete for prizes

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Week 5: Catch Up or Get Ahead

  • Definition of Done
    • There isn’t one!
  • This is your chance to:
    • Catch up if you’re behind
    • Push ahead if you're on track
  • No new material today! Just build!

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Week 1 Review

  • Definition of Done:
    • Tutorials and environment setup

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  • If you haven't done this yet:
    • Go to our website and download the tutorials
    • Ask an officer for help!

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Week 2 Review

  • Definition of Done:
    • Problem identified and defined
    • Dataset selected and accessible

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  • If you haven't done this yet:
    • Check the project ideas slides
    • Ask an officer for help!

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Week 3 Review

  • Definition of Done:
    • Train/val/test splits defined
    • EDA complete
    • Preprocessing applied

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  • If you haven't done this yet:
    • Check the week 3 slides and scikit-learn tutorial!
    • Ask an officer for help!

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Week 4 Review

  • Definition of Done:
    • 2-3 models chosen
    • For each: baseline and tuning results recorded

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  • If you haven't done this yet:
  • Read about models on the scikit-learn website!
    • Ask an officer for help!

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Where Should You Be?

  • Problem and dataset selected
  • Data downloaded
  • Training, validation, and test splits defined
  • Data explored
  • Preprocessing applied, if needed
  • 2-3 models trained, with results recorded

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The Next 5 Weeks

Final Model Selection

Model Analysis

Deployment Implementation

Presentations & Winner Selection

Build your interface, integrate your model

Comprehensive tuning and test set evaluation on selected model

Bias detection, interpretability, error analysis

Present your projects and vote on a winner!

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7

8/9

10

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If You’re Ahead

  • Continue tuning your models, and pick one that you’ll use for the remainder of your project!
  • Once you’re done tuning, generate your performance on your test set

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Let’s Build Something Amazing!

  • TODOs
    • Catch up (see slide 7)
    • Get ahead (see slide 8)
  • Resources
    • Each week’s review slides have resources�for whatever week you’re catching up on
  • Questions? Stuck?
    • Raise your hand! We’re here to help