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UT-Dallas-CS-6301-CNNs

★ 105 Open GitHub ↗

Deep Learning Class

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# UT Dallas CS 6301 Convolutional Neural Networks

This is the home page for a 1 semester graduate special topics course on convolutional neural networks in the Computer Science Department at UT Dallas that covers:

- Math:  linear algebra, algorithms, probability, calculus and analysis
- Networks:  design, training and implementation
- Applications:  vision, language, speech and games

While the title of the course is convolutional neural networks, the course covers many parts of deep learning including **convolutional neural networks**, **recurrent neural networks** and **attention based models**.

```diff
- Note: GitHub stops displaying pages in a pdf file after 50, download the pdf to see pages 50+
```

### Introduction  
[Introduction](https://github.com/arthurredfern/UT-Dallas-CS-6301-CNNs/blob/master/Lectures/xNNs_000_Introduction.pdf)

### Math  
[Linear algebra](https://github.com/arthurredfern/UT-Dallas-CS-6301-CNNs/blob/master/Lectures/xNNs_010_LinearAlgebra.pdf)  
[Algorithms](https://github.com/arthurredfern/UT-Dallas-CS-6301-CNNs/blob/master/Lectures/xNNs_020_Algorithms.pdf)  
[Probability](https://github.com/arthurredfern/UT-Dallas-CS-6301-CNNs/blob/master/Lectures/xNNs_030_Probability.pdf)  
[Calculus](https://github.com/arthurredfern/UT-Dallas-CS-6301-CNNs/blob/master/Lectures/xNNs_040_Calculus.pdf)

### Networks  
[Design](https://github.com/arthurredfern/UT-Dallas-CS-6301-CNNs/blob/master/Lectures/xNNs_050_Design.pdf)  
[Training](https://github.com/arthurredfern/UT-Dallas-CS-6301-CNNs/blob/master/Lectures/xNNs_060_Training.pdf)  
[Implementation](https://github.com/arthurredfern/UT-Dallas-CS-6301-CNNs/blob/master/Lectures/xNNs_070_Implementation.pdf)

### Applications  
[Vision](https://github.com/arthurredfern/UT-Dallas-CS-6301-CNNs/blob/master/Lectures/xNNs_080_Vision.pdf)  
[Language](https://github.com/arthurredfern/UT-Dallas-CS-6301-CNNs/blob/master/Lectures/xNNs_090_Language.pdf)  
[Speech](https://github.com/arthurredfern/UT-Dallas-CS-6301-CNNs/blob/master/Lectures/xNNs_100_Speech.pdf)  
[Games](https://github.com/arthurredfern/UT-Dallas-CS-6301-CNNs/blob/master/Lectures/xNNs_110_Games.pdf)  
[Art](https://github.com/arthurredfern/UT-Dallas-CS-6301-CNNs/blob/master/Lectures/xNNs_120_Art.pdf) (placeholder)

### Summary  
[Summary](https://github.com/arthurredfern/UT-Dallas-CS-6301-CNNs/blob/master/Lectures/xNNs_130_Summary.pdf)

UT-Dallas-CS-6301-CNNs

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