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Mini Projects

This repository contains Deep Learning projects as well some jupyter notebooks containing DL and ML techniques for future reference.

PyTorch Warm-up:

A list of tensor related PyTorch operations and an implementation of a two-layer neural network for my reference. The implementation of the network is based on the pytorch exmaples repository by Justin Johnson. Check that repository out for more examples.

Fashion MNIST Classification

Fashion-MNIST is a dataset of Zalando's article images—consisting of a training set of 60,000 examples and a test set of 10,000 examples. Each example is a 28x28 grayscale image, associated with a label from 10 classes.

Mnist Image

  • Input

    Mnish input

  • CNN model

    model

  • Results

    Accuracy Obtained - 90%

    Class-wise accuracies -

    accuracy graph