ML Explain

Interactive visualizations to help you understand fundamental machine learning concepts through hands-on exploration.

Bias-Variance Tradeoff

Explore the fundamental tradeoff between model simplicity and flexibility. See how polynomial degree affects underfitting and overfitting using an intuitive sleep-vs-exam-mistakes dataset.

Polynomial Regression MSE Overfitting Interactive
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Decision Trees

Learn how decision trees work by building one step-by-step. Understand entropy, information gain, and see how the algorithm finds optimal splits to classify student performance.

Classification Entropy Information Gain Step-by-Step
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Neural Networks

Demystify deep learning in an interactive glass-box lab. Build architectures, visualize matrix multiplication in real-time, and watch the decision boundary warp to solve non-linear problems like spirals and moons.

Deep Learning Backpropagation Matrix Math XAI
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