ApacheCon Big Data North America May 2017, Miami, USA BIOPHOTONICS With PredictionIO, Spark and Deep Learning Prajod Vettiyattil, Architect, Wipro @prajods https://in.linkedin.com/in/prajod 2 ABOUT ME • Architect at Wipro • Big Data division of Open Source Solutions team • Machine Learning • Video Analytics • Platform design and implementation • Domain solutions • Spark, Java, Python, DL4J, Tensorflow Biophotonics using Apache PredictionIO, Spark and Deep Learning #apacheconbigdata @prajods 3 AGENDA • Bio photonics • Applications • PredictionIO • Apache Spark • DeepLearning4J and Tensorflow • Cell detection process • Deep learning and CNN • Solution Architecture Biophotonics using Apache PredictionIO, Spark and Deep Learning #apacheconbigdata @prajods Biophotonics using Apache PredictionIO, Spark and Deep Learning 4 #apacheconbigdata @prajods SESSION OVERVIEW In 4 slides 5 APPLICATIONS • Self driving cars • Robots • Drones • Industrial automation • Physical security • Medical labs • Wherever images or videos are used Biophotonics using Apache PredictionIO, Spark and Deep Learning #apacheconbigdata @prajods 6 SESSION OVERVIEW • Need in the healthcare domain • Speed up and automate, cell detections, counting and analysis • Diagnosis • Medical research • Solution • Train a Deep Learning Model using digital images of living cells • Recognize test images with high accuracy • Technology used • Training process Biophotonics using Apache PredictionIO, Spark and Deep Learning #apacheconbigdata @prajods 7 CLASSIFICATION NEED Input from the microscope Expected output Biophotonics using Apache PredictionIO, Spark and Deep Learning #apacheconbigdata @prajods 8 CLASSIFIED OUTPUT Biophotonics using Apache PredictionIO, Spark and Deep Learning #apacheconbigdata @prajods Biophotonics using Apache PredictionIO, Spark and Deep Learning 9 #apacheconbigdata @prajods BACKGROUND How its done 10 INTRODUCTION • Photonics: study and harness light • The World of Small Things • Microscopic life • High end microscopes • Data set scarcity • Accessibility nigms.nih.gov Biophotonics using Apache PredictionIO, Spark and Deep Learning #apacheconbigdata @prajods