Smart Manufacturing with Apache Spark Streaming and Deep PDF
Preview Smart Manufacturing with Apache Spark Streaming and Deep
ApacheCon Big Data Europe Nov 2016, Seville, Spain SMART MANUFACTURING With Apache Spark Streaming and Deep Leaning Prajod Vettiyattil, Wipro @prajods https://in.linkedin.com/in/prajod 2 AGENDA • Introduction • Smart Manufacturing • Applications • Deep learning solution • CNN • Deeplearning4j (DL4J) • Apache Spark • Deploying machine learning Smart Manufacturing with Apache Spark and Deep Learning #apacheconbigdata @prajods 3 INTRODUCTION • Industrialization • Automation • Scale • Commoditization • Accessibility Smart Manufacturing with Apache Spark and Deep Learning #apacheconbigdata @prajods 4 MEN AND MACHINES Smart Manufacturing with Apache Spark and Deep Learning #apacheconbigdata @prajods 5 KEY POINT Machines can do what humans can’t Smart Manufacturing with Apache Spark and Deep Learning #apacheconbigdata @prajods 6 SMART MANUFACTURING • Holistic view of entire process • Sourcing to product sale • Efficiency • Eco friendliness • Predict over react • Autonomous machines • Learning and AI • Use data and analytics Smart Manufacturing with Apache Spark and Deep Learning #apacheconbigdata @prajods 7 APPLICATIONS • Detecting overheating • Equipment • Finished products • Glass defect detection Smart Manufacturing with Apache Spark and Deep Learning #apacheconbigdata @prajods 8 OVERHEATING • Detect temperatures above defined boundaries Smart Manufacturing with Apache Spark and Deep Learning #apacheconbigdata @prajods 9 COOLING TOWER Smart Manufacturing with Apache Spark and Deep Learning #apacheconbigdata @prajods 10 ELECTRIC MOTOR Smart Manufacturing with Apache Spark and Deep Learning #apacheconbigdata @prajods
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