The Conference for Machine Learning Innovation

Towards a Convenient ML Infra

Session
Join the ML Revolution!
Thank you for joining
See you in 20201!
Join the ML Revolution!
Thank you for joining
See you in 20201!
Join the ML Revolution!
Register until December 12:
✓ML Intro Day for free
✓Raspberry Pi or C64 Mini for free
✓Save up to $580
Register Now
Join the ML Revolution!
Register until December 12:
✓ML Intro Day for free
✓Raspberry Pi or C64 Mini for free
✓Save up to $580
Register Now
Join the ML Revolution!
Register until November 7th:
✓Save up to € 210
✓10% Team Discount
Register Now
Join the ML Revolution!
Register until November 7th:
✓Save up to € 210
✓10% Team Discount
Register Now
Infos
Wednesday, September 9 2020
15:30 - 16:15

Summary of our experience with constructing, hacking, and maintaining the machine learning infrastructure for our R&D team of 10 people. What’s the difference between a research ML environment and a production ML environment? Evolution of our workflow management. Encouraging the transparent and collaborative ML development culture. What’s better, clouds or homebrew? Constrained resources, Docker, Kubernetes, and you. How we solved complex problems, e.g. enabled GPU overcommitting for JupyterHub. Deploying the scientific Python stack, Tensorflow, PyTorch properly.

This Session belongs to the Diese Session gehört zum Programm vom SingaporeSingapore program. Take me to the program of . Hier geht es zum Programm von Online Edition Online Edition .

This Session belongs to the Diese Session gehört zum Programm vom SingaporeSingapore program. Take me to the program of . Hier geht es zum Programm von Munich Munich .

Take me to the full program of Zum vollständigen Programm von Singapore Singapore .

This Session belongs to the Diese Session gehört zum Programm vom SingaporeSingapore program. Take me to the program of . Hier geht es zum Programm von Berlin Berlin .

This Session Diese Session belongs to the gehört zum Programm von SingaporeSingapore program. Take me to the current program of . Hier geht es zum aktuellen Programm von Online Edition Online Edition , Munich Munich , Singapore Singapore or oder Berlin Berlin .

Behind the Tracks