In today’s paper, we discuss U Nets-the revolutionary neural network that took research in Deep Learning based Medical Imaging Analysis to a new level. We discuss what U net is , what it is used for and why it works specifically in Medical Imaging Analysis. Paper discussed: https://arxiv.org/pdf/1505.04597.pdf Additional Reading Material: A Survey on Deep Learning in Medical Image Analysis : https://arxiv.org/pdf/1702.05747.pdf What is Pixel, Warping and Rand error: https://ashm8206.github.io/2018/04/08/Segmentation-Metrics.html Deep Neural Networks Segment Neuronal Membranes in Electron Microscopy Images: https://papers.nips.cc/paper/2012/file/459a4ddcb586f24efd9395aa7662bc7c-Paper.pdf If you like my episodes, please follow me on Facebook, Instagram and Twitter. Follow me on Spotify and Apple Pocasts. Facebook: https://www.facebook.com/Paper-In-A-Nutshell-101609351791726 Instagram: https://www.instagram.com/paperinanutshell/ Twitter: https://twitter.com/NutshellPaper Streaming links: https://anchor.fm/debayan-bhattacharya