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Miscellaneous Studies

Studies and implementations of various Deep Learning topics

GNN

  • Implementation of Graph Convolutional Network in TextGCN using tensorflow
libraries
tensorflow
scipy


Machine Learning

  • Notes on the general machine learning topics
  • Implementation of simple backpropagation using numpy
  • Implementation of label smoothing loss in pytorch


Recommender System

  • Implementation of autoencoders for collaborative filtering
libraries
tensorflow


Reinforcement Learning

  • Simple implementation of q-learning using numpy
libraries
numpy
OpenAI gym


NLP

  • Mini-project applying fasttext pretrained word embeddings on text classification
libraries
tensorflow
gensim

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Studies on various Deep Learning topics

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