Deep Learning Notebooks

Deep Learning is a subfield of machine learning which tries to mimic the human neural network in the form of artificial neural network.

This repo contains deep learning notebooks, they serve as reference. The deep learning libraries used in this repo are Pytorch & Tensorflow.

Pytorch

This folder contains pytorch codes.

• Feed Forward Nueral Network

  This notebook demonstrates a simple feed forward nueral network on the MNIST dataset.

• Simple Linear Regression

  This notebook is an implementation of Simple Linear Regression with Pytorch.

• Convolutional Neural Network

  ConvNet on the CIFAR10 dataset.

• Transfer Learning

  Transfer Learning with Pytoch.

TensorFlow

This folder contains Tensorflow/Keras codes.

• Fashion_MNIST with ConvNet

  This notebook demonstrates how to pass a Single Channel Image to a ConvNet with the Fashion Mnist Dataset.

• NLP Basics

  This notebook demonstrates Basic NLP operation like Tokenization and Sequencing.