{"id":12929,"date":"2023-03-27T11:33:07","date_gmt":"2023-03-27T15:33:07","guid":{"rendered":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/?p=12929"},"modified":"2023-03-27T11:33:07","modified_gmt":"2023-03-27T15:33:07","slug":"distributed-machine-learning-at-instacart","status":"publish","type":"post","link":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/distributed-machine-learning-at-instacart\/12929\/","title":{"rendered":"Distributed Machine Learning at Instacart"},"content":{"rendered":"Originally published in Tech At Instacart, March 17, 2023. At Instacart, we take pride in offering a diverse range of machine learning (ML) products that empower every aspect of our marketplace, including customers, shoppers, retailers, and brands. Along with the growth of business and ML applications, we have encountered an increasing number of use cases that require distributed ML techniques to effectively scale our ML products. To support the emerging requests, we have designed the distributed ML system with the following key design considerations: Scalability:\u00a0We must be able to scale a large number of distributed ML workloads on <a href=\"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/distributed-machine-learning-at-instacart\/12929\/\" class=\"more-link\">(more&hellip;)<\/a>","protected":false},"excerpt":{"rendered":"<p>Originally published in Tech At Instacart, March 17, 2023. At Instacart, we take pride in offering a diverse range of machine learning (ML) products that empower every aspect of our marketplace, including customers, shoppers, retailers, and brands. Along with the growth of business and ML applications, we have encountered an increasing number of use cases [&hellip;]<\/p>\n","protected":false},"author":72,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_links_to":"","_links_to_target":""},"categories":[11,48],"tags":[879,368,791,243,8],"class_list":["post-12929","post","type-post","status-publish","format-standard","hentry","category-industry-news","category-left-hand","tag-ai","tag-artificial-intelligence","tag-deep-learning","tag-machine-learning","tag-predictive-analytics"],"_links":{"self":[{"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/posts\/12929","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/users\/72"}],"replies":[{"embeddable":true,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/comments?post=12929"}],"version-history":[{"count":1,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/posts\/12929\/revisions"}],"predecessor-version":[{"id":12930,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/posts\/12929\/revisions\/12930"}],"wp:attachment":[{"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/media?parent=12929"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/categories?post=12929"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.predictiveanalyticsworld.com\/machinelearningtimes\/wp-json\/wp\/v2\/tags?post=12929"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}