Published inTDS ArchiveHow I got 1% better accuracy by data augmentationData augmentation is all about fabricating more data from the data you actually got. I did. It was easy and the result was superb.Jan 26, 2019Jan 26, 2019
Published inTDS ArchivePart 5: Training the network to read handwritten digitsIn this final article we will see what this neural network implementation is capable of. We will throw one of the most common dataset at…Dec 28, 2018A response icon2Dec 28, 2018A response icon2
Published inTDS ArchivePart 4: Better, faster, strongerIn this article we will build upon the basic neural network presented in part 3. We will add a few gems which will improve the network…Dec 17, 2018A response icon1Dec 17, 2018A response icon1
Published inTDS ArchivePart 3: Implementation in JavaIn this article you will see how the theories presented in previous two articles can be implemented in easy to understand java code. The…Dec 15, 2018A response icon1Dec 15, 2018A response icon1
Published inTDS ArchivePart 2: Gradient descent and backpropagationIn this article you will learn how a neural network can be trained by using backpropagation and stochastic gradient descent. The theories…Dec 4, 2018A response icon2Dec 4, 2018A response icon2
Published inTDS ArchivePart 1: A neural network from scratch — FoundationIn this series of articles I will explain the inner workings of a neural network. I will lay the foundation for the theory behind it as…Nov 28, 2018A response icon3Nov 28, 2018A response icon3
