Slides available here: https://lambdalabs.com/blog/lambdas-machine-learning-infrastructure-playbook/ If you're trying to figure out how to build and scale your team's deep learning infrastructure, this presentation is for you. We walk you through the decisions associated with building cloud, on-prem, and hybrid infrastructure for your team. We've distilled best practices learned from helping thousands of teams build their machine learning infrastructure into this 26 minute long presentation. This presentation was originally given at Scale Transform 2021. You can to https://lambdalabs.com/ to learn more about our workstations, servers, clusters, and GPU cloud service.