ML-Platform is an everyday tool of a Tinkoff ML engineer. At its core, it is a large and complex infrastructure project. The development team has gone a long way to migrate from Slurm to Kubernetes. In his report, Nikita will share how they learned to launch tasks in Kubernetes and the pitfalls they encountered along the way. He will also explain how they finally implemented an open source solution for the orchestration process in the platform and solved some of the problems.