Machine Learning for Sciences (MLS)

Welcome to the interactive laboratory for the MLS course. These tools are designed to provide intuition about fundamental Machine Learning concepts.

• Supervised Learning Decision Trees Interactively split Temperature and Rainfall space to understand how CART algorithms minimize impurity.
• Unsupervised Learning Representation Learning Interactively learn a representation space for high-dimensional objects like images.
• Coming Soon Gradient Descent Visualizer Visualizing convergence on loss surfaces $\mathcal{L}(\theta)$.