Udemy - Deep Learning- Recurrent Neural Networks in Python (Updated 8-2019)

[ FreeCourseWeb.com ] Deep Learning: Recurrent Neural Networks in Python (Updated 8/2019)



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GRU, LSTM, + more modern deep learning, machine learning, and data science for sequences



What you'll learn

Understand the simple recurrent unit (Elman unit)

Understand the GRU (gated recurrent unit)

Understand the LSTM (long short-term memory unit)

Write various recurrent networks in Theano

Understand backpropagation through time

Understand how to mitigate the vanishing gradient problem

Solve the XOR and parity problems using a recurrent neural network

Use recurrent neural networks for language modeling

Use RNNs for generating text, like poetry

Visualize word embeddings and look for patterns in word vector representations



Requirements

Basic math (taking derivatives, matrix arithmetic, probability)

Python, Numpy, Matplotlib

Write a neural network in Theano

Understand backpropagation

Write a neural network in Tensorflow



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