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In my previous post, I examined the question of how many layers a neural network needs for simple classification tasks. I have explored the linear classification of the AND and OR data sets and the more complex XOR and two-moon data.
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Deep learning is booming. Now with the availability of high-level neural networks API, such as Keras, it is easy to run deep neural networks and solve complex classification problems. Still, from time to time, it is valuable to go back to simple tasks that we can fully understand and this is the aim of this publication.
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In this post, I will quickly solve the classification problem of grayscale images of handwritten digits using Keras. This data set, also called MNIST, is classic. It contains tenths of thousand of handwritten numbers (which are 28x28 pixels), and the classification task is to categorize them into their ten categories: 0 to 9.
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Published in Journal 1, 2009
This paper is about the number 1. The number 2 is left for future work.
Recommended citation: Your Name, You. (2009). "Paper Title Number 1." Journal 1. 1(1). http://academicpages.github.io/files/paper1.pdf
Published in Journal 1, 2010
This paper is about the number 2. The number 3 is left for future work.
Recommended citation: Your Name, You. (2010). "Paper Title Number 2." Journal 1. 1(2). http://academicpages.github.io/files/paper2.pdf
Published in Journal 1, 2015
This paper is about the number 3. The number 4 is left for future work.
Recommended citation: Your Name, You. (2015). "Paper Title Number 3." Journal 1. 1(3). http://academicpages.github.io/files/paper3.pdf
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This is a description of your talk, which is a markdown files that can be all markdown-ified like any other post. Yay markdown!
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This is a description of your conference proceedings talk, note the different field in type. You can put anything in this field.
Undergraduate course, University 1, Department, 2014
This is a description of a teaching experience. You can use markdown like any other post.
Workshop, University 1, Department, 2015
This is a description of a teaching experience. You can use markdown like any other post.