Staff Engineer at Stryker, with a total of 7 years of industrial experience. Post graduated from IIT Delhi with specialization in Machine Learning and Image Processing.
All Sessions by Soniya Singhal
Day 2 - Workshops
22nd May 2021
[Workshop] Medical Image Classification and Segmentation using Deep Learning with Tensorflow2
10:25 - 11:55
In this workshop, we will know about medical images, their types and formats. We will also clear our misconceptions about various types of deep learning problems. We will learn what are binary, multiclass & multilabel classifications and how they differ from each other. We will also see how classification is different from semantic segmentation and instance segmentation with a hands-on example on each type. Further, you will know about Sequential and Functional model architectures, how to build basic model from scratch and use existing tf.keras model api, train model from scratch and use transfer learning.