[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"sanity-PbuaYc_T0djMrailHEVzZw5kz2C_3vEwWwuTP4hYUkM":3,"sanity-6DePjLBTFt_SwY0k4FmjLTfaIl0DJjWRZtshTIbRp5I":298},{"data":4,"sourceMap":-1},{"latestPodcast":5,"latestReleases":14,"post":39,"recent":273},[6],{"_id":7,"publishedAt":8,"slug":9,"sponsored":12,"title":13},"f83eb5f0-1237-487f-84d8-f7abf2318c39","2026-06-25T07:40:00.000Z",{"_type":10,"current":11},"slug","code-isnt-causing-your-production-failures",null,"Code isn’t the only thing causing your production failures",[15,21,27,33],{"_id":16,"publishedAt":17,"slug":18,"title":20},"eb5b66eb-9410-4329-83bb-22bbff39402a","2026-04-28T13:00:00.000Z",{"_type":10,"current":19},"turn-scattered-knowledge-into-trusted-intelligence","Turning scattered knowledge into trusted intelligence: Stack Internal 2026.3",{"_id":22,"publishedAt":23,"slug":24,"title":26},"369c2401-b62e-4a37-8ff8-bf603023ecad","2026-03-02T15:03:00.988Z",{"_type":10,"current":25},"what-s-new-at-stack-overflow-march-2026","What’s new at Stack Overflow: March 2026",{"_id":28,"publishedAt":29,"slug":30,"title":32},"5e9053a4-07ea-447c-91ea-29e0b6228537","2026-02-02T15:00:00.000Z",{"_type":10,"current":31},"what-s-new-at-stack-overflow-february-2026","What’s new at Stack Overflow: February 2026",{"_id":34,"publishedAt":35,"slug":36,"title":38},"a1b538eb-a8a6-46d0-80a1-ac70ec9bb935","2026-01-05T10:00:00.000-05:00",{"_type":10,"current":37},"what-s-new-at-stack-overflow-january-2026","What’s new at Stack Overflow: January 2026",{"_createdAt":40,"_id":41,"_rev":42,"_type":43,"_updatedAt":44,"author":45,"body":64,"comments":237,"dateUrl":238,"excerpt":239,"image":240,"legacyBody":243,"product":12,"publishedAt":246,"slug":247,"sponsored":12,"tags":249,"title":272,"visible":237},"2023-05-24T12:51:02Z","wp-post-20873","XzVcPPDfPNmxxXS3zvEkmm","blogPost","2025-10-31T17:27:06Z",[46],{"_createdAt":47,"_id":48,"_rev":49,"_system":50,"_type":53,"_updatedAt":54,"avatar":55,"employee":60,"name":61,"slug":62},"2023-05-23T16:27:18Z","wp-author-213","nRfzWrvFg3DIXOd15U9uv8",{"base":51},{"id":48,"rev":52},"9xJoPFf2DISyAMMJXP7Ct6","blogAuthor","2025-07-29T19:37:47Z",{"_type":56,"asset":57},"image",{"_ref":58,"_type":59},"image-e81c84dcaeb58be1002795a6544b595bd6fc8071-1024x1024-jpg","reference","former","Ben Popper",{"current":63},"benpopper",[65,76,80,88,96,105,147,176,194,202,215,226],{"_key":66,"_type":67,"children":68,"markDefs":74,"style":75},"0689bb945080","block",[69],{"_key":70,"_type":71,"marks":72,"text":73},"0689bb9450800","span",[],"SPONSORED BY WARNER BROTHERS DISCOVERY",[],"normal",{"_key":77,"_type":78,"markDefs":12,"url":79},"97acade720fc","embed","https://art19.com/shows/2355b740-4531-4071-a3ab-5907a95a36d3/episodes/d26ee1ea-1be0-4a0a-9d2e-d2032271954e",{"_key":81,"_type":67,"children":82,"markDefs":87,"style":75},"db8b9067c3b9",[83],{"_key":84,"_type":71,"marks":85,"text":86},"db8b9067c3b90",[],"Today’s streaming services have a vast content library, and a vastly different programming challenge than traditional television stations. Where linear TV tries to schedule content into time slots so the right demographics will see it and enjoy it, streaming services let you watch any content, any time you want. That means these service need to find a way to deliver the right content to every user, balancing what they will want with what will provide value over the long term. That’s where machine learning comes in.",[],{"_key":89,"_type":67,"children":90,"markDefs":95,"style":75},"55da882435a8",[91],{"_key":92,"_type":71,"marks":93,"text":94},"55da882435a80",[],"On this sponsored episode of the podcast, Ben and Ryan talk with Shrikant Desai and Sowmya Subramanian, two engineering leaders at Warner Bros. Discovery who shape how their ML program figures out what your next favorite show might be. We cover the tools they’ve been using to build their learning pipelines, how a viewer’s history can shape their future, and whether ML algorithms can fill a human curator’s role to surprise and delight viewers.",[],{"_key":97,"_type":67,"children":98,"markDefs":103,"style":104},"4ebf67051f83",[99],{"_key":100,"_type":71,"marks":101,"text":102},"4ebf67051f830",[],"Episode Notes",[],"h2",{"_key":106,"_type":67,"children":107,"markDefs":139,"style":75},"8ee5f8cc8655",[108,112,117,121,126,130,135],{"_key":109,"_type":71,"marks":110,"text":111},"8ee5f8cc86550",[],"Our guests have done most of their ML work on AWS offerings, from ",{"_key":113,"_type":71,"marks":114,"text":116},"8ee5f8cc86551",[115],"d25c6f94f1be","AWS Personalize",{"_key":118,"_type":71,"marks":119,"text":120},"8ee5f8cc86552",[]," for their initial recommendation engine to ",{"_key":122,"_type":71,"marks":123,"text":125},"8ee5f8cc86553",[124],"1378814380bd","SageMaker",{"_key":127,"_type":71,"marks":128,"text":129},"8ee5f8cc86554",[]," for model training and deployment pipeline. Now they’re building models from scratch in ",{"_key":131,"_type":71,"marks":132,"text":134},"8ee5f8cc86555",[133],"0c92b24d4d6f","TensorFlow",{"_key":136,"_type":71,"marks":137,"text":138},"8ee5f8cc86556",[],".",[140,143,145],{"_key":115,"_type":141,"href":142,"reference":12},"link","https://aws.amazon.com/personalize/",{"_key":124,"_type":141,"href":144,"reference":12},"https://aws.amazon.com/sagemaker/",{"_key":133,"_type":141,"href":146,"reference":12},"https://www.tensorflow.org/",{"_key":148,"_type":67,"children":149,"markDefs":171,"style":75},"bafd4bb6848d",[150,154,159,163,168],{"_key":151,"_type":71,"marks":152,"text":153},"bafd4bb6848d0",[],"Want to see these recommendations in action? Check out the offerings at ",{"_key":155,"_type":71,"marks":156,"text":158},"bafd4bb6848d1",[157],"72632db084f5","Discovery+",{"_key":160,"_type":71,"marks":161,"text":162},"bafd4bb6848d2",[]," and ",{"_key":164,"_type":71,"marks":165,"text":167},"bafd4bb6848d3",[166],"6d0d84ab82b6","HBOMax",{"_key":169,"_type":71,"marks":170,"text":138},"bafd4bb6848d4",[],[172,174],{"_key":157,"_type":141,"href":173,"reference":12},"https://www.discoveryplus.com/",{"_key":166,"_type":141,"href":175,"reference":12},"https://www.hbomax.com/",{"_key":177,"_type":67,"children":178,"markDefs":191,"style":75},"59b1378aae9f",[179,183,188],{"_key":180,"_type":71,"marks":181,"text":182},"59b1378aae9f0",[],"If you’re a ML/AL data scientist looking to shape the future of automated curation, ",{"_key":184,"_type":71,"marks":185,"text":187},"59b1378aae9f1",[186],"f684d615b0c4","check out their open roles",{"_key":189,"_type":71,"marks":190,"text":138},"59b1378aae9f2",[],[192],{"_key":186,"_type":141,"href":193,"reference":12},"https://wbd.com/careers/",{"_key":195,"_type":67,"children":196,"markDefs":201,"style":75},"f0ac6243d542",[197],{"_key":198,"_type":71,"marks":199,"text":200},"f0ac6243d5420",[],"Follow our guests on LinkedIn:",[],{"_key":203,"_type":67,"children":204,"level":210,"listItem":211,"markDefs":212,"style":75},"dee1e44b1dd0",[205],{"_key":206,"_type":71,"marks":207,"text":209},"dee1e44b1dd00",[208],"2addfdd12fc6","Shrikant Desai",1,"bullet",[213],{"_key":208,"_type":141,"href":214,"reference":12},"https://www.linkedin.com/in/shrikantdesai/",{"_key":216,"_type":67,"children":217,"level":210,"listItem":211,"markDefs":223,"style":75},"10a5d332d5e8",[218],{"_key":219,"_type":71,"marks":220,"text":222},"10a5d332d5e80",[221],"6d4dbef647be","Sowmya Subramanian",[224],{"_key":221,"_type":141,"href":225,"reference":12},"https://www.linkedin.com/in/sowmya-subramanian-237750/",{"_key":227,"_type":67,"children":228,"markDefs":234,"style":75},"3eaad4aa61ad",[229],{"_key":230,"_type":71,"marks":231,"text":233},"3eaad4aa61ad0",[232],"88b6aee85528","TRANSCRIPT",[235],{"_key":232,"_type":141,"href":236,"reference":12},"https://the-stack-overflow-podcast.simplecast.com/episodes/ai-ml-content-recommendation-engine-warner-bros-discovery/transcript/",true,"2022/10/05","We chat with the engineers behind some of the world's biggest streaming platforms.",{"_type":56,"asset":241},{"_ref":242,"_type":59},"image-472725c034235a56301dc8caf0ed41b3d298c57a-1200x630-png",{"code":244,"language":245},"\u003C!-- wp:paragraph -->\n\u003Cp>SPONSORED BY WARNER BROTHERS DISCOVERY\u003C/p>\n\u003C!-- /wp:paragraph -->\n\n\u003C!-- wp:html -->\n\u003Ciframe height=\"200px\" width=\"100%\" frameborder=\"no\" scrolling=\"no\" seamless=\"\" src=\"https://player.simplecast.com/03281da9-cb91-4840-a2a5-1d53228f9cd6?dark=false\">\u003C/iframe>\n\u003C!-- /wp:html -->\n\n\u003C!-- wp:paragraph -->\n\u003Cp>Today’s streaming services have a vast content library, and a vastly different programming challenge than traditional television stations. Where linear TV tries to schedule content into time slots so the right demographics will see it and enjoy it, streaming services let you watch any content, any time you want. That means these service need to find a way to deliver the right content to every user, balancing what they will want with what will provide value over the long term. That’s where machine learning comes in. \u003C/p>\n\u003C!-- /wp:paragraph -->\n\n\u003C!-- wp:paragraph -->\n\u003Cp>On this sponsored episode of the podcast, Ben and Ryan talk with Shrikant Desai and Sowmya Subramanian, two engineering leaders at Warner Bros. Discovery who shape how their ML program figures out what your next favorite show might be. We cover the tools they’ve been using to build their learning pipelines, how a viewer’s history can shape their future, and whether ML algorithms can fill a human curator’s role to surprise and delight viewers.\u003C/p>\n\u003C!-- /wp:paragraph -->\n\n\u003C!-- wp:heading -->\n\u003Ch2 id=\"h-episode-notes\">Episode Notes\u003C/h2>\n\u003C!-- /wp:heading -->\n\n\u003C!-- wp:paragraph -->\n\u003Cp>Our guests have done most of their ML work on AWS offerings, from \u003Ca href=\"https://aws.amazon.com/personalize/\">AWS Personalize\u003C/a> for their initial recommendation engine to \u003Ca href=\"https://aws.amazon.com/sagemaker/\">SageMaker\u003C/a> for model training and deployment pipeline. Now they’re building models from scratch in \u003Ca href=\"https://www.tensorflow.org/\">TensorFlow\u003C/a>. \u003C/p>\n\u003C!-- /wp:paragraph -->\n\n\u003C!-- wp:paragraph -->\n\u003Cp>Want to see these recommendations in action? Check out the offerings at \u003Ca href=\"https://www.discoveryplus.com/\">Discovery+\u003C/a> and \u003Ca href=\"https://www.hbomax.com/\">HBOMax\u003C/a>. \u003C/p>\n\u003C!-- /wp:paragraph -->\n\n\u003C!-- wp:paragraph -->\n\u003Cp>If you’re a ML/AL data scientist looking to shape the future of automated curation, \u003Ca href=\"https://wbd.com/careers/\">check out their open roles\u003C/a>. \u003C/p>\n\u003C!-- /wp:paragraph -->\n\n\u003C!-- wp:paragraph -->\n\u003Cp>Follow our guests on LinkedIn:\u003C/p>\n\u003C!-- /wp:paragraph -->\n\n\u003C!-- wp:list -->\n\u003Cul>\u003C!-- wp:list-item -->\n\u003Cli>\u003Ca href=\"https://www.linkedin.com/in/shrikantdesai/\">Shrikant Desai\u003C/a>\u003C/li>\n\u003C!-- /wp:list-item -->\n\n\u003C!-- wp:list-item -->\n\u003Cli>\u003Ca href=\"https://www.linkedin.com/in/sowmya-subramanian-237750/\">Sowmya Subramanian\u003C/a>\u003C/li>\n\u003C!-- /wp:list-item -->\u003C/ul>\n\u003C!-- /wp:list -->\n\n\u003C!-- wp:paragraph -->\n\u003Cp>\u003Ca href=\"https://the-stack-overflow-podcast.simplecast.com/episodes/ai-ml-content-recommendation-engine-warner-bros-discovery/transcript/\">TRANSCRIPT\u003C/a>\u003C/p>\n\u003C!-- /wp:paragraph -->","html","2022-10-05T04:40:00.000Z",{"current":248},"ai-ml-content-recommendation-engine-warner-bros-discovery-podcast",[250,258,262,267],{"_createdAt":251,"_id":252,"_rev":253,"_type":254,"_updatedAt":251,"slug":255,"title":257},"2023-05-23T16:43:21Z","wp-tagcat-partner-content","9HpbCsT2tq0xwozQfkc4ih","blogTag",{"current":256},"partner-content","Partner Content",{"_createdAt":251,"_id":259,"_rev":253,"_type":254,"_updatedAt":251,"slug":260,"title":261},"wp-tagcat-partnercontent",{"current":261},"partnercontent",{"_createdAt":251,"_id":263,"_rev":253,"_type":254,"_updatedAt":251,"slug":264,"title":266},"wp-tagcat-the-stack-overflow-podcast",{"current":265},"the-stack-overflow-podcast","the stack overflow podcast",{"_createdAt":251,"_id":268,"_rev":253,"_type":254,"_updatedAt":251,"slug":269,"title":271},"wp-tagcat-podcast",{"current":270},"podcast","The Stack Overflow Podcast","Meet the AI helping you choose what to watch next (Ep. 494)",[274,280,286,292],{"_id":275,"publishedAt":276,"slug":277,"sponsored":12,"title":279},"28e560af-f0aa-4d46-bd90-f435ad604aa7","2026-06-26T14:00:27.102Z",{"_type":10,"current":278},"paging-charity-how-can-engineering-leaders-avoid-becoming-bond-villains","Paging Charity! How can engineering leaders avoid becoming Bond villains?",{"_id":281,"publishedAt":282,"slug":283,"sponsored":12,"title":285},"4b22c2a3-3779-4966-93eb-5230391dbdce","2026-06-23T14:08:58.595Z",{"_type":10,"current":284},"your-ai-shipped-a-backend-that-boots-that-is-the-whole-problem","Your AI shipped a backend that boots. That is the whole problem.",{"_id":287,"publishedAt":288,"slug":289,"sponsored":12,"title":291},"5cf362e1-fe7b-45af-b69c-914731c6a052","2026-06-23T14:00:00.000Z",{"_type":10,"current":290},"the-2026-developer-survey-is-now-open-for-human-developers-only","The 2026 Developer Survey is now open (for human developers only)!",{"_id":293,"publishedAt":294,"slug":295,"sponsored":12,"title":297},"30b995f7-7cb9-4dd8-bf71-d0685940a32b","2026-06-19T14:00:00.000Z",{"_type":10,"current":296},"dispatches-from-o-reilly-from-capabilities-to-responsibilities","Dispatches from O'Reilly: From capabilities to responsibilities",{"data":299,"sourceMap":-1},{"count":300,"lastTimestamp":12},0]