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4.01-lab-classification_model_comparison

Week 4, Lab 1: Classification Model Comparison

Author: Matt Brems

Predicting Left-Handedness from Psychological Factors

We can sketch out the data science process as follows:

  1. Define the problem.
  2. Obtain the data.
  3. Explore the data.
  4. Model the data.
  5. Evaluate the model.
  6. Answer the problem.

We'll walk through a full data science problem in this lab. Specifically, we'll use a survey of psychological factors to predict whether or not individuals are left-handed. Along the way, we'll compare multiple classification models and see which best serve our needs.