{"id":12567,"date":"2021-11-30T11:00:26","date_gmt":"2021-11-30T19:00:26","guid":{"rendered":"https:\/\/softwareengineeringdaily.com\/?p=12567"},"modified":"2021-12-09T16:07:18","modified_gmt":"2021-12-10T00:07:18","slug":"ai-in-production-with-anupam","status":"publish","type":"post","link":"https:\/\/softwareengineeringdaily.com\/2021\/11\/30\/ai-in-production-with-anupam\/","title":{"rendered":"Responsibly Deploy AI in Production with Anupam Datta"},"content":{"rendered":"<p><img decoding=\"async\" data-attachment-id=\"2475\" data-permalink=\"https:\/\/softwareengineeringdaily.com\/2016\/04\/19\/googles-container-management-brendan-burns\/brendan-burns\/\" data-orig-file=\"https:\/\/i0.wp.com\/softwareengineeringdaily.com\/wp-content\/uploads\/2016\/04\/brendan-burns.jpg?fit=175%2C175&amp;ssl=1\" data-orig-size=\"175,175\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"brendan-burns\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/softwareengineeringdaily.com\/wp-content\/uploads\/2016\/04\/brendan-burns.jpg?fit=175%2C175&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/softwareengineeringdaily.com\/wp-content\/uploads\/2016\/04\/brendan-burns.jpg?fit=175%2C175&amp;ssl=1\" class=\"alignright size-full wp-image-2475\" style=\"border-radius: 50%; border: 1px solid #000000; max-width: 175px; max-height: 175px;\" src=\"https:\/\/i0.wp.com\/softwareengineeringdaily.com\/wp-content\/uploads\/2021\/11\/Anupam-Datta.jpg?resize=175%2C175\" width=\"175\" height=\"175\" data-recalc-dims=\"1\" \/><\/p>\n<p><span style=\"font-weight: 400;\">Once a machine learning model is trained and validated, it often feels like a major milestone has been achieved.\u00a0 In reality, it\u2019s more like the first lap in a relay race.\u00a0 Deploying ML to production bears many similarities to a typical software release process, but brings several novel challenges like failing to generalize as expected or model drift.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">AI Quality management is the biggest challenge in AI today.\u00a0 In this episode, I interview Anupam Datta, the co-founder at TruEra.\u00a0 TruEra has a solution aimed at helping with AI performance, monitoring, and model explainability.\u00a0 We talk about some of the challenges of modern machine learning deployment in production and how companies are succeeding with ML Ops.<\/span><\/p>\n<p>Sponsorship inquiries:\u00a0<a href=\"mailto:sponsor@softwareengineeringdaily.com\" target=\"_blank\" rel=\"noopener noreferrer\">sponsor@softwareengineeringdaily.com<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Once a machine learning model is trained and validated, it often feels like a major milestone has been achieved.\u00a0 In reality, it\u2019s more like the first lap in a relay race.\u00a0 Deploying ML to production bears many similarities to a typical software release process, but brings several novel challenges like failing to generalize as expected<\/p>\n","protected":false},"author":3,"featured_media":12587,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_exactmetrics_skip_tracking":false,"_exactmetrics_sitenote_active":false,"_exactmetrics_sitenote_note":"","_exactmetrics_sitenote_category":0,"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":"Responsibly Deploy AI in Production with Anupam Datta @datta_cs  \r\n@truera_ai","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","enabled":false}}},"categories":[1363,2143,1080,14],"tags":[5285,5283,311,5284],"class_list":["post-12567","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-all-episodes","category-exclusive-content","category-machine-learning","category-podcast","tag-ai-quality-management","tag-anupam-datta","tag-machine-learning","tag-truera"],"jetpack_publicize_connections":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.8 - 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