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Jupyter Notebooks with Deep Learning Tutorials

Notebooks accompanying my posts on medium

  • Exploring Activation Functions for Neural Networks Experiments with different activation function on the MNIST dataset post notebook

  • How Attractive Are You in the Eyes of Deep Neural Network? Beauty classifier using ResNet post notebook

  • Solving NLP task using Sequence2Sequence model: from Zero to Hero Tutorial on solving Named Entity Recognition using LSTM post notebook

  • BERT to the rescue! Tutorial on fine-tuning BERT for sentiment classification post notebook

  • Distilling BERT — How to achieve BERT performance using Logistic Regression How to transfer knowledge from BERT to a simple logistic regression post notebook

  • Introduction to text representation and similarity Intorduction to euclidian and cosine distance for text post notebook

  • Speech Classification Using Neural Networks: The Basics Tutorial on speech classification using CNNs post notebook