he-initialization

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GeorgeLazos / pneumonia-detection-cnn

BSc dissertation (University of Portsmouth): a CNN built from scratch in NumPy and Numba, with every layer, gradient and optimiser step hand-written, classifying chest X-rays for pneumonia. No deep learning frameworks. 81.8% test accuracy.

multiprocessing numpy cnn-classification pneumonia-detection jit-compilation healthcare-ai he-initialization

Updated Sep 29, 2026
Python

DimitryBur / cone-initialization

Star

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

machine-learning-research xavier-initialization he-initialization deep-learning-neural-networks-initialization orthogonal-initialization

Updated Apr 8, 2026
Python

kromych / digit-recognizer

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Neural network classifier for handwritten digits (the MNIST dataset)

machine-learning neural-network feedforward-neural-network backpropagation f1-score sigmoid-function cross-entropy-loss sixel-graphics stohastic-gradient-descent sixel-rs he-initialization

Updated Jul 26, 2026
Rust

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