Guide to Semantic Segmentation with Deep Learning 05 July 2017 In this post, I review the literature on semantic segmentation. Most research on semantic segmentation use natural/real world image datasets. Although the results are not directly applicable to medical images, I review these papers because researc...
PyTorch Data Loading Tutorial 11 June 2017 A lot of effort in solving any machine learning problem goes in to preparing the data. PyTorch provides many tools to make data loading easy and hopefully, to make your code more readable.
Deep Learning Crash Course Part 2 16 May 2017 Continued from Part 1. We have so far seen MLPs and why they are hard to train. Now, we will develop networks which overcome these difficulties.Convolutional Neural NetworksLet’s go back to the problem of handwritten digit recognition. MLP looks l...
Deep Learning Crash Course Part 1 16 May 2017 Deep learning is the thing in machine learning these days. I probably don’t need to explain you the reason for buzz. This series of posts is a yet another attempt to teach deep learning.My aim here is to Explain all the basics and practical advic...
PyTorch Transfer Learning Tutorial 24 March 2017 In this tutorial, you will learn how to train your network using transfer learning. You can read more about the transfer learning at cs231n notes.