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Deep_Learning_MANIT By Dr. Vijay Bhaskar Semwal

Topics covered so far

1. Shallow Network

  • Neural Network using Irsi data set
  • Feedforward Networks
  • Ensemable Learning (Random Forest, Decison Tree)

2. Supervised Deep Network

  • CNN code MNIST Fashion data set
  • CNN code for CIFAR-10 data set
  • CNN code for MNIST digit data set
  • RNN
  • Long Short Term Memory (LSTM)
  • Gated Recurrent Units

3. Unsupervized Deep Network

  • Resticted Boltzman Machine
  • Autoendocer

4.Generative models

  • Varitional Autoencoder
  • Generative Adversarial Networks (GANs)
  • Multi-task Deep Learning, Multi-view Deep Learning.