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and easy identification of 13,000 items via cell phone: Training a neural network for Bosch Cognitive Services to reduce errors and increase first hit rate.\u003C\u002Fp>",{"id":214,"sharedMediaLegend":215,"mediaImage":241,"name":237},{"url":217,"width":218,"height":219,"alt":220,"title":215,"size":221,"mime":222,"variations":215},{"id":243,"sharedMediaLegend":215,"mediaImage":244,"name":251},"165763",{"url":245,"width":246,"height":247,"alt":248,"title":215,"size":249,"mime":250,"variations":215},"https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fimages\u002Fbosch_silver_bcs_250px-01-1200x630_daniel-wohr.png",971,468,"Bosch Cognitive Servies Logo",122589,"image\u002Fpng","bosch_silver_bcs_250px-01-1200x630_daniel-wohr.png",[253,260,294,300,328],{"__typename":254,"id":255,"ctaLink":215,"pgSharedText":256,"pgSharedTitle":215,"pgSharedCtaLink":215},"ParagraphPgText","23596",{"value":257,"processed":258,"format":259},"\u003Cul>\r\n\t\u003Cli>\r\n\t\u003Cp class=\"text-lead\">Bosch Cognitive Services needed to improve its AI based service which identifies spare-parts via cell phone photo. The goal: reduce effort and improve the first hit rate.\u003C\u002Fp>\r\n\t\u003C\u002Fli>\r\n\t\u003Cli>\r\n\t\u003Cp class=\"text-lead\">The Zühlke team delivered a successful trained and tested new AI solution within eight weeks.\u003C\u002Fp>\r\n\t\u003C\u002Fli>\r\n\t\u003Cli>\r\n\t\u003Cp class=\"text-lead\">The new solution is far exceeding the initial goals: It simplifies the data acquisition process, saves time and resources and increases the first hit rate of 84%.\u003C\u002Fp>\r\n\t\u003C\u002Fli>\r\n\u003C\u002Ful>\r\n","\u003Cul>\n\t\u003Cli>\n\t\u003Cp class=\"text-lead\">Bosch Cognitive Services needed to improve its AI based service which identifies spare-parts via cell phone photo. The goal: reduce effort and improve the first hit rate.\u003C\u002Fp>\n\t\u003C\u002Fli>\n\t\u003Cli>\n\t\u003Cp class=\"text-lead\">The Zühlke team delivered a successful trained and tested new AI solution within eight weeks.\u003C\u002Fp>\n\t\u003C\u002Fli>\n\t\u003Cli>\n\t\u003Cp class=\"text-lead\">The new solution is far exceeding the initial goals: It simplifies the data acquisition process, saves time and resources and increases the first hit rate of 84%.\u003C\u002Fp>\n\t\u003C\u002Fli>\n\u003C\u002Ful>","full_html",{"__typename":261,"id":262,"eyebrow":215,"pgQuoteRefQuote":263,"hideImage":215,"hideFunctionAndCompany":215,"bigQuote":215},"ParagraphPgQuote","20934",[264],{"status":7,"id":265,"promote":266,"quotePersonDesc":267,"quotePersonName":268,"quoteText":269,"profileImage":270,"title":293},"7894",false,"Technology & Innovation, Bosch Cognitive Services","Julian Weiss","With Zühlke as our second source partner, we were able to improve our existing solution in just eight weeks. We were also able to far exceed our initial goals both in terms of time and overall accuracy of the solution.",{"id":271,"sharedMediaLegend":215,"mediaImage":272,"name":292},"166598",{"url":273,"width":274,"height":275,"alt":276,"title":215,"size":277,"mime":222,"variations":215,"quoteVariations":278},"https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fimages\u002Fjulian_weiss_bosch.jpg",2048,1366,"Julian Weiss Bosch Cognitive Services",151356,[279,283,286,290,291],{"name":280,"url":281,"width":282,"height":282},"FOCAL_POINT11_EXTRA_SMALL","https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Ffocal_point_1_1_extra_small\u002Fpublic\u002Fimages\u002Fjulian_weiss_bosch.jpg.webp?itok=FZdfqFsK",400,{"name":284,"url":285,"width":227,"height":227},"FOCAL_POINT11_SMALL","https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Ffocal_point_1_1_small\u002Fpublic\u002Fimages\u002Fjulian_weiss_bosch.jpg.webp?itok=TOTk670i",{"name":287,"url":288,"width":289,"height":289},"FOCAL_POINT11_MEDIUM","https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Ffocal_point_1_1_medium\u002Fpublic\u002Fimages\u002Fjulian_weiss_bosch.jpg.webp?itok=dMESvP69",1200,{"name":287,"url":288,"width":289,"height":289},{"name":287,"url":288,"width":289,"height":289},"julian_weiss_bosch.jpg","Julian Weiss, Technology & Innovation, Bosch Cognitive Services",{"__typename":254,"id":295,"ctaLink":215,"pgSharedText":296,"pgSharedTitle":299,"pgSharedCtaLink":215},"20935",{"value":297,"processed":298,"format":259},"\u003Cp>Bosch Cognitive Services (BCS) offers a service which identifies spare-parts within seconds via cell phone: A single photo is compared with a catalogue of over 13,000 products to identify the correct item. The image evaluation is based on a customer-specific machine learning (ML) model. So far, BCS needed photos from two sources to train the AI solution: Images from an automatic scanner as well as a large number of cell phone photos. BCS relies on Zühlke as a second source partner to improve the existing solution they have been working on for 3 years. The goal: Establish an AI model that displays the right product with a first hit rate of more than 70%.\u003C\u002Fp>\r\n","\u003Cp>Bosch Cognitive Services (BCS) offers a service which identifies spare-parts within seconds via cell phone: A single photo is compared with a catalogue of over 13,000 products to identify the correct item. The image evaluation is based on a customer-specific machine learning (ML) model. So far, BCS needed photos from two sources to train the AI solution: Images from an automatic scanner as well as a large number of cell phone photos. BCS relies on Zühlke as a second source partner to improve the existing solution they have been working on for 3 years. The goal: Establish an AI model that displays the right product with a first hit rate of more than 70%.\u003C\u002Fp>","Initial goal: Simplify the AI training and increase the first hit rate for users",{"__typename":301,"id":302,"caption":215,"imageRight":215,"pgSharedTitle":303,"pgSharedCtaLink":215,"textMedia":304,"pgSharedText":325},"ParagraphPgTextMedia","20936","A successful tested and simplified AI model within 2 months",{"id":305,"sharedMediaLegend":215,"mediaImage":306,"name":324},"165815",{"url":307,"width":308,"height":309,"alt":310,"title":215,"size":311,"mime":222,"variations":215,"textMediaVariations":312},"https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fimages\u002Fbosch-cognitive-services-staff-using-the-mobile-app-photo-feature.jpg",1379,900,"Bosch Cognitive Services staff using the mobile app photo feature",527682,[313,317,318,319,323],{"name":314,"url":315,"width":309,"height":316},"FIXED_WIDTH_SMALL","https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Ffixed_width_small\u002Fpublic\u002Fimages\u002Fbosch-cognitive-services-staff-using-the-mobile-app-photo-feature.jpg.webp?itok=kl_P5whT",587,{"name":314,"url":315,"width":309,"height":316},{"name":314,"url":315,"width":309,"height":316},{"name":320,"url":321,"width":289,"height":322},"FIXED_WIDTH_MEDIUM","https:\u002F\u002Fcms.zuehlke.com\u002Fsites\u002Fdefault\u002Ffiles\u002Fstyles\u002Ffixed_width_medium\u002Fpublic\u002Fimages\u002Fbosch-cognitive-services-staff-using-the-mobile-app-photo-feature.jpg.webp?itok=kSI2txci",783,{"name":320,"url":321,"width":289,"height":322},"bosch-cognitive-services-staff-using-the-mobile-app-photo-feature.jpg",{"value":326,"processed":327,"format":259},"\u003Cp>The team solved this challenge within eight weeks: The existing processing pipeline was examined and revised. Through appropriate normalisation, the experts simplified the AI training. The result: Cell phone images are no longer needed for validation. Compared to the existing solution, the new model is based on a multi-level approach. Training and model optimisation are implemented in the Azure cloud. After successful testing, the trained model was deployed to BCS for internal validation.\u003C\u002Fp>\r\n","\u003Cp>The team solved this challenge within eight weeks: The existing processing pipeline was examined and revised. Through appropriate normalisation, the experts simplified the AI training. The result: Cell phone images are no longer needed for validation. Compared to the existing solution, the new model is based on a multi-level approach. Training and model optimisation are implemented in the Azure cloud. 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