MLOps Coffee Sessions #149 with Jason McCampbell, The Challenges of Deploying (many!) ML Models, co-hosted by Abi Aryan and sponsored by Wallaroo.// AbstractIn order to scale the number of models a team can manage, we need to automate the most common 90% of deployments to allow ops folks to focus on the challenging 10% and automate the monitoring of running models to reduce the per-model effort for data scientists. The challenging 10% of deployments will often be "edge" cases, whether CDN-style cloud-edge, local servers, or running on connected devices.// BioJason McCampbell is the Director of Architecture at Wallaroo.ai and has over 20 years of experience designing and building high-performance and distributed systems. From semiconductor design to simulation, a common thread is that the tools have to be fast, use resources efficiently, and "just work" as critical business applications.   At Wallaroo, Jason is focused on solving the challenges of deploying AI models at scale, both in the data center and at "the edge". He has a degree in computer engineering as well as an MBA and is an alum of multiple early-stage ventures. Living in Austin, Jason enjoys spending time with his wife and two kids and cycling through the Hill Country.// MLOps Jobs board  https://mlops.pallet.xyz/jobs// MLOps Swag/Merchhttps://mlops-community.myshopify.com/// Related LinksWebsite: https://wallaroo.aiMLOps at the Edge Slack channel: https://mlops-community.slack.com/archives/C02G1BHMJRL--------------- ✌️Connect With Us ✌️ -------------Join our slack community: https://go.mlops.community/slackFollow us on Twitter: @mlopscommunitySign up for the next meetup: https://go.mlops.community/registerCatch all episodes, blogs, newsletters, and more: https://mlops.community/Connect with Demetrios on LinkedIn: https://www.linkedin.com/in/dpbrinkm/Connect with Abi on LinkedIn: https://www.linkedin.com/in/abiaryan/Connect with Jason on LinkedIn: https://www.linkedin.com/in/jasonmccampbell/Timestamps:[[[[[[[[[[[[[[[[[[[[[[[[