Machine Learning Laboratories
Interactive visualizations for Gradient Descent, K-Means clustering, Neural Networks, and Confusion Matrices.
Available Machine Learning Laboratories
5 utilitiesGradient Descent Optimization Game
Interactive optimization game on 2D cost surfaces. Control learning rate to guide parameters to the global minimum without overshooting.
K-Means Clustering Visualizer
Step-by-step unsupervised K-Means clustering. Generate random 2D points, place K centroids, and watch assignment and update iterations.
Linear Regression Interactive Playground
Add data points on a scatter plot and watch the Ordinary Least Squares (OLS) best-fit line, slope (m), intercept (c), and R² update instantly.
Neural Network Binary Classifier Playground
Train a 2-layer neural network in real time to separate 2D datasets (circle, XOR, spiral). Adjust hidden neurons and inspect decision boundaries.
Confusion Matrix & ML Metrics Calculator
Input True Positives, False Positives, True Negatives, and False Negatives to instantly compute Accuracy, Precision, Recall, and F1-Score.