{"type":"rich","version":"1.0","provider_name":"Transistor","provider_url":"https://transistor.fm","author_name":"Practical AI","title":"The landscape of AI infrastructure","html":"<iframe width=\"100%\" height=\"180\" frameborder=\"no\" scrolling=\"no\" seamless src=\"https://share.transistor.fm/e/9b817c8f\"></iframe>","width":"100%","height":180,"duration":3093,"description":"Being that this is “practical” AI, we decided that it would be good to take time to discuss various aspects of AI infrastructure. In this full-connected episode, we discuss our personal/local infrastructure along with trends in AI, including infra for training, serving, and data management.\n\nSponsors:\nDigitalOcean – Check out DigitalOcean’s dedicated vCPU Droplets with dedicated vCPU threads. Get started for free with a $100 credit. Learn more at do.co/changelog. \nDataEngPodcast – A podcast about data engineering and modern data infrastructure. \nFastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com. \nRollbar – We move fast and fix things because of Rollbar. Resolve errors in minutes. Deploy with confidence. Learn more at rollbar.com/changelog. \nFeaturing:\nChris Benson – Website, GitHub, LinkedIn, X\nDaniel Whitenack – Website, GitHub, X\nShow Notes:\nOur locally installed stuff:\nJupyter\nDocker\nPython\nGo\nPostman\nWhere we see AI workflows running:\nAWS\nGCP\nAzure\nKubernetes and KubeFlow\nOn-prem workstations: NVIDIA\nLambda Labs\nSystem76\nExperimentation / model development:\nJupyterLab\nGoogle Colaboratory\nAWS SageMaker\nData Science platforms: Domino\nDataBricks\nDataRobot\nH2O.ai\nPipelining and automation:\nPachyderm\nAirflow\nLuigi\nModel optimization: OpenVino\nTensorRT\nTensorFlow Lite\nServing:\nMXNet\nTensorFlow serving\nSeldon\nMonitoring/visibility:\nTensorBoard\nNetron\nKnock knock\nPrometheus\nElasticSearch\nUpcoming Events: \nRegister for upcoming webinars here!","thumbnail_url":"https://img.transistorcdn.com/Ox7ZlyiQOhdDa4Qy1MnJH5WFoksAetrzb40Jo1pePFs/rs:fill:0:0:1/w:400/h:400/q:60/mb:500000/aHR0cHM6Ly9pbWct/dXBsb2FkLXByb2R1/Y3Rpb24udHJhbnNp/c3Rvci5mbS8wMTZi/ZWJmNWIwNDdmYTcw/NGJjMTExZjNjZmYy/M2ZjNS5wbmc.webp","thumbnail_width":300,"thumbnail_height":300}