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Supervised Learning

Regression, classification, cross-validation and the mistakes that fake good results

0 of 4 lessons passed0%

0 / 12 stars

0 / 20 tricks - Trick Book
  1. 1

    Linear Regression and Gradient Descent From Scratch in Python

    5-stop ride6 min read

  2. 2

    Classification: Logistic Regression and Decision Trees Explained

    5-stop ride6 min read

  3. 3

    Model Selection and Cross-Validation: Pick the Right Model Fairly

    5-stop ride5 min read

  4. 4

    Class Imbalance, Metric Choice and Data Leakage: Why Results Look Too Good

    5-stop ride6 min read

Each ride has 5 stops: read the trick, answer the question, ride on. Pass with 3 of 5 correct (1 star), 4 for 2 stars, all 5 for 3 stars. Progress is saved in this browser. Prefer to read first? Open the reading version of Supervised Learning.