Portfolio›Data›Machine Learning Fundamentals
Topic

Machine Learning Fundamentals

Apply practical, applied machine learning thinking. Tests algorithm selection, model evaluation, and bias detection.

Algorithm selectionModel evaluationBias detectionApplied ML

Choose Your Level

Pick the difficulty that matches where you are. You can come back and try a harder level later.

Beginner

Choose the Right ML Algorithm

Given 5 business problems, pick the right algorithm and explain why.

1 to 2 hours 3 criteria
Start this level
Intermediate

Build and Evaluate a Predictive Model

Train a model to predict customer churn and explain the confusion matrix.

3 to 4 hours 4 criteria
Start this level
Advanced

Detect and Mitigate Model Bias

Audit a hiring algorithm for demographic bias and propose mitigation strategies.

3 to 5 hours 4 criteria
Start this level