vishwakftw / CS5480-DL

Coursework pertaining to CS5480 : Deep Learning offered in Spring 2018

CS5480-DL

Coursework pertaining to CS5480 : Deep Learning offered in Spring 2018

Assignment - 0

• Basic Probability and Statistics
• Backpropagation and Matrix Calculus

Assignment - 1

• Tutorial on PyTorch

Assignment - 2

• Perform classification task using Multi-layer perceptrons on the Occupancy Detection dataset with PyTorch
• Experimenting the effect of Batch Normalization, Dropout and other special random initializations on a simple convolutional neural network on MNIST dataset

Assignment - 3

• Code an RNN and LSTM using NumPy
• Try on some data

Project

• Randomize everything Neural Networks. Please view the README.md in the Project directory for more information.