Embarrassingly Parallel Image Classification, Using Cognitive Toolkit and TensorFlow on Azure HDInsight Spark

This post is by Mary Wahl, Data Scientist, T.J. Hazen, Principal Data Scientist Manager, Miruna Oprescu, Software Engineer, and Sudarshan Raghunathan, Principal Software Engineering Manager, at Microsoft. Summary Deep neural networks (DNNs) are extraordinarily versatile and increasingly popular machine learning models that require significantly more time and computational resources for execution than traditional approaches. By… Read more

Quick-Start Guide to the Data Science Bowl Lung Cancer Detection Challenge, Using Deep Learning, Microsoft Cognitive Toolkit and Azure GPU VMs

This post is by Miguel Fierro, Data Scientist, Ye Xing, Senior Data Scientist, and Tao Wu, Principal Data Scientist Manager, all at Microsoft. Since its launch in mid-January, the Data Science Bowl Lung Cancer Detection Competition has attracted more than 1,000 submissions. To be successful in this competition, data scientists need to be able to… Read more

Training Deep Neural Networks on ImageNet Using Microsoft R Server and Azure GPU VMs

This post is by Miguel Fierro, Data Scientist, Max Kaznady, Data Scientist, Richin Jain, Solution Architect, Tao Wu, Principal Data Scientist Manager, and Andreas Argyriou, Data Scientist, at Microsoft. Deep learning has made a lot of strides in the computer vision subdomain of image classification in the past few years. This success has opened up… Read more