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[FreeAllCourse.Com] Udemy - Deep Learning Recurrent Neural Networks In Python
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Deep Learning: Recurrent Neural Networks in Python
GRU, LSTM, + more modern deep learning, machine learning, and data science for sequences
For More Paid Udemy Courses: FreeAllCourse.Com
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
Description
Created by Lazy Programmer Inc. Last updated 12/2019 Audio: English Caption: English [Auto-generated]
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FILE LIST
Filename
Size
1. Introduction and Outline/1. Outline of this Course.mp4
4.9 MB
1. Introduction and Outline/1. Outline of this Course.srt
4.8 KB
1. Introduction and Outline/2. Review of Important Deep Learning Concepts.mp4
5.7 MB
1. Introduction and Outline/2. Review of Important Deep Learning Concepts.srt
5.1 KB
1. Introduction and Outline/3. How to Succeed in this Course.mp4
3.3 MB
1. Introduction and Outline/3. How to Succeed in this Course.srt
7.5 KB
1. Introduction and Outline/4. Where to get the Code and Data.mp4
3.1 MB
1. Introduction and Outline/4. Where to get the Code and Data.srt
2.6 KB
1. Introduction and Outline/5. Preprocessed Wikipedia Data.mp4
21.6 MB
1. Introduction and Outline/5. Preprocessed Wikipedia Data.srt
4.1 KB
2. The Simple Recurrent Unit/1. Architecture of a Recurrent Unit.mp4
7.7 MB
2. The Simple Recurrent Unit/1. Architecture of a Recurrent Unit.srt
6.6 KB
2. The Simple Recurrent Unit/10. Suggestion Box.mp4
15.8 MB
2. The Simple Recurrent Unit/10. Suggestion Box.srt
4.8 KB
2. The Simple Recurrent Unit/2. Prediction and Relationship to Markov Models.mp4
9 MB
2. The Simple Recurrent Unit/2. Prediction and Relationship to Markov Models.srt
7.5 KB
2. The Simple Recurrent Unit/3. Unfolding a Recurrent Network.mp4
3.2 MB
2. The Simple Recurrent Unit/3. Unfolding a Recurrent Network.srt
2.6 KB
2. The Simple Recurrent Unit/4. Backpropagation Through Time (BPTT).mp4
7.1 MB
2. The Simple Recurrent Unit/4. Backpropagation Through Time (BPTT).srt
6.1 KB
2. The Simple Recurrent Unit/5. The Parity Problem - XOR on Steroids.mp4
7.8 MB
2. The Simple Recurrent Unit/5. The Parity Problem - XOR on Steroids.srt
6.2 KB
2. The Simple Recurrent Unit/6. The Parity Problem in Code using a Feedforward ANN.mp4
38.3 MB
2. The Simple Recurrent Unit/6. The Parity Problem in Code using a Feedforward ANN.srt
11.7 KB
2. The Simple Recurrent Unit/7. Theano Scan Tutorial.mp4
23.8 MB
2. The Simple Recurrent Unit/7. Theano Scan Tutorial.srt
12.7 KB
2. The Simple Recurrent Unit/8. The Parity Problem in Code using a Recurrent Neural Network.mp4
37.5 MB
2. The Simple Recurrent Unit/8. The Parity Problem in Code using a Recurrent Neural Network.srt
12.4 KB
2. The Simple Recurrent Unit/9. On Adding Complexity.mp4
2.4 MB
2. The Simple Recurrent Unit/9. On Adding Complexity.srt
1.8 KB
3. Recurrent Neural Networks for NLP/1. Word Embeddings and Recurrent Neural Networks.mp4
8.7 MB
3. Recurrent Neural Networks for NLP/1. Word Embeddings and Recurrent Neural Networks.srt
7.4 KB
3. Recurrent Neural Networks for NLP/2. Word Analogies with Word Embeddings.mp4
4.2 MB
3. Recurrent Neural Networks for NLP/2. Word Analogies with Word Embeddings.srt
3.6 KB
3. Recurrent Neural Networks for NLP/3. Representing a sequence of words as a sequence of word embeddings.mp4
5.4 MB
3. Recurrent Neural Networks for NLP/3. Representing a sequence of words as a sequence of word embeddings.srt
4.3 KB
3. Recurrent Neural Networks for NLP/4. Generating Poetry.mp4
7.5 MB
3. Recurrent Neural Networks for NLP/4. Generating Poetry.srt
5.9 KB
3. Recurrent Neural Networks for NLP/5. Generating Poetry in Code (part 1).mp4
52.4 MB
3. Recurrent Neural Networks for NLP/5. Generating Poetry in Code (part 1).srt
14.9 KB
3. Recurrent Neural Networks for NLP/6. Generating Poetry in Code (part 2).mp4
13.6 MB
3. Recurrent Neural Networks for NLP/6. Generating Poetry in Code (part 2).srt
3.2 KB
3. Recurrent Neural Networks for NLP/7. Classifying Poetry.mp4
6.3 MB
3. Recurrent Neural Networks for NLP/7. Classifying Poetry.srt
4.8 KB
3. Recurrent Neural Networks for NLP/8. Classifying Poetry in Code.mp4
45.9 MB
3. Recurrent Neural Networks for NLP/8. Classifying Poetry in Code.srt
12.5 KB
4. Advanced RNN Units/1. Rated RNN Unit.mp4
6 MB
4. Advanced RNN Units/1. Rated RNN Unit.srt
5.1 KB
4. Advanced RNN Units/10. Learning from Wikipedia Data in Code (part 2).mp4
25.6 MB
4. Advanced RNN Units/10. Learning from Wikipedia Data in Code (part 2).srt
6.3 KB
4. Advanced RNN Units/11. Visualizing the Word Embeddings.mp4
23.5 MB
4. Advanced RNN Units/11. Visualizing the Word Embeddings.srt
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