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Smart Manufacturing with Apache Spark Streaming and Deep PDF

45 Pages·2016·1.09 MB·English
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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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