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This project forked from unnati-xyz/intro-to-deep-learning-for-nlp
The repository contains code walkthroughs which introduces Deep Learning in the field of Natural Language Processing.
intro-to-deep-learning-for-nlp's Introduction
PyData London 2016 - Introduction to Deep Learning and NLP
Requirements to run the notebooks
Topics:
- What is deep learning?
- Motivation: Some use cases where it has produced state-of-art results
- Basic building blocks of Neural networks (Neuron, activation function, back propagation algorithm, gradient descent algorithm)
- Supervised learning (multi-layer perceptron, recurrent neural network) - notebook
- Introduction to word2vec - notebook
- Introduction to Recurrent Neural Networks
- Text classification using RNN - notebook
- Impact of GPUs (Some practical thoughts on hardware and software)
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