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deepLearning

Assignment and Project for Deep Learning Course CS671 at IIT Mandi

Project - time to earthquake prediction using seismic data, this was the competition that was running on the kaggle (https://www.kaggle.com/c/LANL-Earthquake-Prediction).

Assignment Number Problem Sheet Link
Assignment 1 Problem Sheet
Assignment 2 Problem Sheet
Assignment 3 Problem Sheet
Assignment 4 Problem Sheet

Assignment 1

  • DataManagement-LineDatasetGeneration
  • ComputationalGraphUsage-GravitySimulator
  • LayerAPI-ASimpleNeuralNetwork

Assignment 2

  • Foundations of Convolutional Neural Networks
  • Multi-Head Classification
  • Network Visualization through ways like heatmaps

Assignment 3

  • Localization Problem
  • Pixelwise Image Segmentation
  • Core Point Detection in Fingerprints

Assignment 4

  • Basic RNN
  • Playing with RNNs
  • Text Generation

Project