Hinweis: Die aktuelle TDWI-Konferenz finden Sie hier!

TDWI Konferenz mit BARC@TDWI Track 2018

München, 25. - 27. Juni 2018

Partner

Sessionsdetails

Vortrag: Mi 4.3
Datum: Mi, 27.06.2018
Uhrzeit: 14:45 - 16:00
cart

Visual quality check for a production process using Deep Learning

Uhrzeit: 14:45 - 16:00
Vortrag: 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

 

Sponsoren TDWI München 2018

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