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TDWI Conference with BARC@TDWI Track 2018

Munich, 25. - 27. June 2018

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Sessionsdetails

Talk: Mi 4.3
Date: Wed, 27.06.2018
Time: 14:45 - 16:00
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Visual quality check for a production process using Deep Learning

Time: 14:45 - 16:00
Talk: Mi 4.3

 

Visual object analysis is becoming more and more popular due to recent advances and availability of deep learning technologies. We present a use case we developed in the cloud to automate pill production quality control and save a pharmaceutical company millions of euros per year.

When a pill press breaks, it begins to produce defective pills that can take hours or sometimes days to recognize. With each pill press producing hundreds of pills per second, the monetary stakes of potentially losing days of product are high.

To address the issue, we prototyped a (deep) machine learning pipeline using transfer learning to detect defective pills. In the presentation, we address some of the challenges we faced (avoiding false positives, impact of image noise, dust and unwanted reflections etc.). We also show how we used statistical pre-processing techniques to reduce the amount of data needed and improve the quality of the prediction.

Target Audience: Decision makers in the manufacturing industry, IT-Experts interested in Deep Learning and Computer Vision

Prerequisites: Basic knowledge of Machine Learning and statistical models

Level: Advanced

 

Sponsors TDWI Munich 2018

  • Ab Initio Software Germany GmbH Platinum Sponsor
  • Adastra GmbH Platinum Sponsor
  • Cognizant Digital Business Platinum Sponsor
  • Datameer Inc. Platinum Sponsor
  • Denodo Technologies Platinum Sponsor
  • INFOMOTION GmbH Platinum Sponsor
  • Informatica GmbH Platinum Sponsor
  • itelligence AG Platinum Sponsor
  • ITGAIN Consulting Gesellschaft für IT-Beratung mbH Platinum Sponsor
  • MicroStrategy Platinum Sponsor
  • NTT DATA Deutschland Platinum Sponsor
  • SAP Deutschland SE & Co. KG Platinum Sponsor
  • SAS Institute GmbH Platinum Sponsor
  • Sopra Steria Platinum Sponsor
  • Teradata GmbH Platinum Sponsor
  • Trivadis GmbH Platinum Sponsor
  • WhereScape Europe Platinum Sponsor
  • 2150 GmbH | Distilling business insight. Gold Sponsor
  • adesso AG Gold Sponsor
  • ASG Technologies Gold Sponsor
  • b.telligent GmbH & Co. KG Gold Sponsor
  • BiG EVAL Gold Sponsor
  • blueforte GmbH Gold Sponsor
  • Capgemini Gold Sponsor
  • CIMACON GmbH Gold Sponsor
  • Cortex AG Gold Sponsor
  • Cubeware GmbH Gold Sponsor
  • Dataiku Gold Sponsor
  • dataspot GmbH Gold Sponsor
  • Deloitte Gold Sponsor
  • erwin, Inc. Gold Sponsor
  • Esri Deutschland GmbH Gold Sponsor
  • EVACO GmbH Gold Sponsor
  • Hendricks, Rost & Cie. Gold Sponsor
  • heureka e-Business GmbH Gold Sponsor
  • HVR Gold Sponsor
  • IBM Business Partner Gold Sponsor
  • INFORMATION WORKS GmbH Gold Sponsor
  • Intel Software Gold Sponsor
  • Logi Analytics Gold Sponsor
  • metafinanz Informationssysteme GmbH Gold Sponsor
  • Microsoft Gold Sponsor
  • msg systems ag Gold Sponsor
  • OLAPLINE Gold Sponsor
  • OPITZ CONSULTING Gold Sponsor
  • pmOne Group Gold Sponsor
  • PPI AG Gold Sponsor
  • prevero GmbH Gold Sponsor
  • QuinScape GmbH Gold Sponsor
  • SEVEN PRINCIPLES AG Gold Sponsor
  • SIEVERS-GROUP Gold Sponsor
  • SISENSE Gold Sponsor
  • Snowflake Gold Sponsor
  • Syncwork AG Gold Sponsor
  • Talend Germany GmbH Gold Sponsor
  • TIBCO Gold Sponsor
  • TIMETOACT Software & Consulting GmbH Gold Sponsor
  • Tricentis GmbH Gold Sponsor
  • accantec consulting AG Silver Sponsor
  • Accenture GmbH Silver Sponsor
  • AnalyticsCreator Solutions GmbH Silver Sponsor
  • Ataccama Corp. Silver Sponsor
  • avantum consult AG Silver Sponsor
  • biGENiUS Silver Sponsor
  • CINTELLIC Consulting Group Silver Sponsor
  • Cube2B UG Silver Sponsor
  • Data Insights GmbH Silver Sponsor
  • Data Reply Silver Sponsor
  • datasqill - The Post-ETL Silver Sponsor
  • Digital Ratio GmbH Silver Sponsor
  • innoscale AG Silver Sponsor
  • ITI Data Silver Sponsor
  • Marmeladenbaum GmbH Silver Sponsor
  • ORAYLIS GmbH Silver Sponsor
  • TCI Consult GmbH Silver Sponsor
  • tectuality GmbH - trayzr - Silver Sponsor
  • Woodmark Consulting AG Silver Sponsor
  • BARC GmbH Partner
  • Bitkom e.V. Partner
  • Industrial Internet Consortium Partner
  • IT-Talents GmbH Partner