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Udemy - Deep Learning- Recurrent Neural Networks In Python (Updated 8-2019)
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[ FreeCourseWeb.com ] Deep Learning: Recurrent Neural Networks in Python (Updated 8/2019)
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Created by Lazy Programmer Inc. | Video: h264, 1280x720 | Audio: AAC 48KHz 2ch | Duration: 07:16 H/M | Lec: 53 | 1.38 GB | Language: English | Sub: English [Auto-generated]
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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