[{"data":1,"prerenderedAt":118},["ShallowReactive",2],{"$fd0gpEYmCpYoNLn4gDZiVZwNgLqObUdnPFjZaqCiWVBo":3,"$fbXJWLhkWBp20QJGTbwciRBm1j3OafjeLbWgEcRODGQM":8,"$filu7jtp24e-P2kuBHEw-b5BDUUC8qjRPs2bJrlnRpBA":16,"$fyFZJh_88eMO7C8BPwoXkkE_WqOv4J-zAFNhPPCIHLmk":51},{"data":4,"meta":7},{"id":5,"name":6},1,"BDX I\u002FO",{},{"data":9,"meta":13},[10],{"id":11,"date":12},5,"2026-10-29",{"pagination":14},{"page":5,"pageSize":15,"pageCount":5,"total":5},25,{"data":17,"meta":50},{"id":5,"name":6,"completeName":18,"teamEmail":19,"partnersEmail":20,"socials":21,"description":46,"createdAt":47,"updatedAt":48,"publishedAt":49},"Bordeaux Developers eXperience","team@bdxio.fr","partenariats@bdxio.fr",[22,26,30,34,38,42],{"href":23,"name":24,"label":25},"https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002F10651416\u002F","linkedin","LinkedIn",{"href":27,"name":28,"label":29},"https:\u002F\u002Fbsky.app\u002Fprofile\u002Fbdxio.bsky.social","bluesky","Bluesky",{"href":31,"name":32,"label":33},"https:\u002F\u002Ftwitter.com\u002Fbdxio","x","X",{"href":35,"name":36,"label":37},"https:\u002F\u002Fwww.youtube.com\u002Fchannel\u002FUCA7pEYY0BlgCdpbnjhCDezQ","youtube","YouTube",{"href":39,"name":40,"label":41},"https:\u002F\u002Fwww.instagram.com\u002Fbdx.io\u002F","instagram","Instagram",{"href":43,"name":44,"label":45},"https:\u002F\u002Fwww.flickr.com\u002Fphotos\u002Fbdxio\u002F","flickr","Flickr","## Un petit groupe de bénévoles bordelais ! \n\nNous avons à cœur de vous proposer un évènement fédérateur, convivial et de grande ampleur. Notre objectif est de permettre à l'ensemble des membres de la communauté IT de se rassembler au sein d'une journée de conférences dédiées à l'ensemble des métiers du web, et ce depuis 2014 ! ","2024-03-16T14:19:53.737Z","2025-09-10T08:41:10.696Z","2024-03-16T14:19:58.076Z",{},{"data":52,"meta":117},{"id":53,"conferenceHallId":54,"title":55,"level":56,"comments":57,"language":58,"creationDate":57,"state":59,"abstract":60,"createdAt":61,"updatedAt":62,"publishedAt":63,"backup":64,"openfeedbackUrl":57,"type":65,"day":5,"category":66,"speakers":73,"format":85,"slot":93,"room":102,"edition":108},822,"cmqupavlv03aq01kxftb4vxjo","MLOps - Comprendre et répondre à la dégradation des modèles de machine learning en production","Débutant",null,"Français","confirmed","Déployer des modèles de machine learning en production, ce n’est jamais vraiment “terminé”. **ll arrive fréquemment qu’un modèle soit performant - exemple : 90 % de précision - lors des phases d’entraînement et de validation, et voie ses performances se dégrader progressivement en production**. Après quelques semaines ou quelques mois, on constate une baisse significative de cette performance (parfois jusqu’à 60 %) avec un impact direct sur la qualité du service rendu aux utilisateurs ou aux systèmes qui en dépendent.\n\nDans cette présentation, nous nous intéressons à ce qui se passe après le déploiement. En une vingtaine de minutes, nous verrons comment suivre et évaluer correctement les performances d’un modèle en production, identifier les causes les plus courantes de leur dégradation (évolution des données, changements d’usage, biais, dérive du modèle, etc.) et, surtout, quelles actions mettre en place pour y remédier.\n\nCette présentation s’adresse à un public de niveau débutant à intermédiaire, intéressé de près ou de loin par le machine learning. Aucune connaissance approfondie en MLOps n’est nécessaire pour suivre.","2026-08-01T14:06:58.256Z","2026-08-02T13:35:21.753Z","2026-08-01T14:06:58.252Z",false,"standard",{"id":67,"name":68,"conferenceHallId":57,"description":57,"createdAt":69,"updatedAt":70,"publishedAt":71,"color":72},100,"Data & Machine Learning","2026-08-01T13:51:15.703Z","2026-08-02T17:14:15.226Z","2026-08-01T13:58:24.157Z","#7ec3ca",[74],{"id":75,"name":76,"bio":77,"address":78,"photoUrl":79,"conferenceHallId":80,"github":57,"twitter":57,"company":81,"createdAt":82,"updatedAt":82,"publishedAt":83,"linkedin":84,"website":57},925,"Simon Poulet","Hi I'm Simon, current AI & ML engineer at AWS, delivering professional services to help our customers in their cloud journey. I also worked per my master thesis as a research engineer at the ITER Organization on machine learning anomaly detection for robotic system sensors. My interests are mainly in the area of machine learning and machine learning ops, i.e. all the engineering and automation that can be done around it. This love for computer science all started on Minecraft building redstone systems, and then playing around with Arduino board and electronics.\nIn general, I am a space, science, tech and fusion enthusiast.","Paris","https:\u002F\u002Fmedia.licdn.com\u002Fdms\u002Fimage\u002Fv2\u002FD4E03AQEKQZAk0wEgEg\u002Fprofile-displayphoto-scale_400_400\u002FB4EZ5Bbr0ZHcAg-\u002F0\u002F1779214238104?e=1784764800&v=beta&t=uU4IBQm-YaDhRZwOLadS5dyBRdUJpSePMdp01yNfMQc","cmqupavlm03ap01kxtw0jizdg","AWS","2026-08-01T10:53:55.791Z","2026-08-01T10:53:55.789Z","https:\u002F\u002Fwww.linkedin.com\u002Fin\u002Fsimonpoulet2\u002F",{"id":86,"conferenceHallId":87,"name":88,"description":89,"createdAt":90,"updatedAt":91,"publishedAt":91,"duration":92},40,"f1f4eb00-ff40-57ea-805a-b3aa3ce5f6e6","Quickie","15 minutes et c'est réglé. Le quickie est le format le plus rapide pour piquer notre curiosité sur quelque chose de nouveau.","2022-10-28T04:38:54.635Z","2022-10-28T04:38:54.640Z","15min",{"id":94,"startSlot":95,"endSlot":96,"name":97,"naturalId":98,"createdAt":99,"updatedAt":100,"publishedAt":101},74,"15:15:00","16:00:00","Conférences et ateliers - 15h15","Conférences et ateliers - début 15h15","2023-09-01T08:43:31.116Z","2026-08-01T17:32:52.336Z","2026-08-01T17:19:08.457Z",{"id":103,"name":104,"createdAt":105,"updatedAt":106,"publishedAt":107,"iframeId":57},23,"Amphi E","2026-08-01T14:52:02.582Z","2026-08-01T14:52:05.140Z","2026-08-01T14:52:05.133Z",{"id":11,"date":12,"createdAt":109,"updatedAt":110,"publishedAt":111,"year":112,"youtubePlaylistUrl":57,"picturesGalleryUrl":57,"placeName":113,"placeAddress":114,"placeUrl":115,"duration":116},"2024-11-09T16:48:18.747Z","2026-08-02T13:25:15.830Z","2026-02-10T15:23:19.806Z","2026","ENSEIRB-MATMECA","1 Avenue du Dr Albert Schweitzer, 33400 Talence","https:\u002F\u002Fmaps.app.goo.gl\u002FdZMB4YFLcWm3jmTx6",2,{},1785690961613]