Pneumonia detection from chest X-rays using a CNN built entirely from scratch in NumPy + Numba — every conv, batch-norm, gradient and optimiser hand-implemented. Zero deep-learning frameworks. BSc dissertation project.

Neural network classifier for handwritten digits (the MNIST dataset)

Geometric initialization for deep networks: narrow cone on input, hierarchy of amplitudes, gradual expansion through layers.