{"id":1176,"date":"2016-10-25T22:54:40","date_gmt":"2016-10-25T22:54:40","guid":{"rendered":"http:\/\/www.rsoftsolution.com\/blog\/case-study-ocado-uses-machine-learning-to-help-customer-services-deal-with-email-overload.html"},"modified":"2016-10-25T22:54:40","modified_gmt":"2016-10-25T22:54:40","slug":"case-study-ocado-uses-machine-learning-to-help-customer-services-deal-with-email-overload","status":"publish","type":"post","link":"https:\/\/www.rbsitsoftwaresolution.in\/blog\/case-study-ocado-uses-machine-learning-to-help-customer-services-deal-with-email-overload.html","title":{"rendered":"Case study: Ocado uses appurtenance training to assistance patron services understanding with email overload"},"content":{"rendered":"
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A healthy fit<\/h3>\n

Ocado has been regulating a Google Cloud Platform<\/a> (GCP) for big information analytics<\/a> projects given early 2014, and primarily deliberate regulating a internet giant\u2019s Cloud Natural Language focus programming interface (API) for this project.<\/p>\n

The API is used by developers to lift out view research and remove sum about specific things from datasets, formed on believe it has accrued from trawling a internet.<\/p>\n

\u201cIt is a good API, though it is lerned around internet information rather than information specific to a business problems,\u201d says Nelson. \u201cSo, while it took us a satisfactory way, it couldn\u2019t solve everything.\u201d<\/p>\n

This stirred a association to start regulating a open source appurtenance training toolkit\u00a0TensorFlow<\/a>, paving a approach for it to build bespoke appurtenance training models of a own.<\/p>\n

\u201cThe group went away, looked during opposite postulate that would concede them to solve a healthy denunciation problem and radically replicate, though during a vast programmed scale, a triage and tagging of patron emails,\u201d he says.<\/p>\n

The Ocado appurtenance training indication was \u201ctrained\u201d by feeding it with 3 million genuine patron emails that were hosted in Google\u2019s open cloud.<\/p>\n

\u201cIt is a unequivocally changed dataset for us, and allows us to make a indication really accurate to a tinge and context of a customer,\u201d says Nelson.<\/p>\n

\u201cWe didn\u2019t know if it was going to take one practical appurtenance to plough by 3 million emails or a million machines, and regulating Google\u2019s cloud, it took divided any worries we had about either or not we had adequate hardware capability to do this.\u201d<\/p>\n

The indication is now deployed within a hit system, where it is used to consider either a tinge of incoming emails is positive, disastrous or neutral, and tags them so a patron use group knows how high a priority they are.<\/p>\n

\u201cIt is trained, and now it is in a training state where we\u2019re creation certain it works during full scale and measuring a success rate,\u201d he says.<\/p>\n<\/section>\n

Article source: http:\/\/www.computerweekly.com\/news\/450401505\/Case-study-How-Ocado-is-using-machine-learning-to-help-customer-services-avoid-email-overload<\/p>","protected":false},"excerpt":{"rendered":"

A healthy fit Ocado has been regulating a Google Cloud Platform (GCP) for big information analytics projects given early 2014, and primarily deliberate regulating a internet giant\u2019s Cloud Natural Language <\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[18],"tags":[22],"class_list":["post-1176","post","type-post","status-publish","format-standard","hentry","category-it-services-and-outsourcing","tag-outsourcing"],"aioseo_notices":[],"aioseo_head":"\n\t\t\n\t\n\t\n\t\n\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t