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  1. Vit-on-small-data Vit-on-small-data Public

    lightest Vision Transformer (ViT) trained from scratch to achieve 93.37 ± 0.07%” top-1 accuracy on CIFAR-10 within just 50 epochs.

    Python 4

  2. training_models_from_scratch training_models_from_scratch Public

    Training tiny models from scratch using NumPy in code and linear algebra on a piece of paper.

    Python 11

  3. optimizers-from-scratch optimizers-from-scratch Public

    Implementations of deep learning optimizers using NumPy. Featuring SGD, Adam, Adagrad, NAG, RMSProp, and Momentum. This repo also includes a benchmark against Pytorch developed optims.

    Jupyter Notebook 10 1

  4. BatchNorm-Interactive-Playground BatchNorm-Interactive-Playground Public

    Interactive visualization simulating how Gamma and Beta control ICS (Internal Covariate Shift) for faster convergence in BatchNorm.

    5

  5. food101-preprocessing food101-preprocessing Public

    A clean and modular pipeline for preprocessing the Food-101 dataset using both folder-based and CSV-based workflows.

    Python 5

  6. COCO-CONVERTER COCO-CONVERTER Public

    A CLI that converts CSV files and folders with image data to a JSON file with COCO annotations and builds a custom dataset off of it ready to train with pytorch.

    Python 5