A high-fidelity visual laboratory for machine learning and its mathematical foundations. Manipulate parameters in real time, step through algorithm state machines, and build true intuition behind loss surfaces and convergence.
Watch algorithms evolve, one computation at a time. Step through execution frames and inspect what happens inside weights and gradients at each stage.
Modify learning rates, tweak regularization constants, change polynomial degrees, and observe instantaneous changes in bias, variance, and margins.
Connect rigorous mathematical formulas with geometric shapes. Understand why normal equations, decision boundaries, and loss surfaces behave the way they do.