Hello all, Please join us for another Operate First Data Science Community Meetup on Tuesday, *April 19th, 2022 at 11:00 ET*. In this talk, @Selbi Nuryyeva <selbi(a)redhat.com&gt; will explain how one can distribute a machine learning workflow across several nodes with GPU hardware in a cloud environment. She will use PyTorch to carry out the ML training and Kubeflow, Node Feature Discovery, and GPU operators to distribute the ML workload. As the datasets and models get bigger, the demand for more powerful and efficient GPUs is rapidly increasing. Oftentimes a single GPU is not adequate for an ML use case. An alternative to upgrading the GPU hardware is to distribute the ML workload either across several GPUs on one node, or across multiple nodes each containing one or several GPUs. The ability for the latter is especially preferred when a single machine can fit only so many GPUs. The attendees will understand how to overcome the GPU hardware limits of a single node training by taking advantage of GPUs on other machines, and therefore, maximizing the utilization of GPUs in an open cloud environment. Subscribe to our calendar <https://calendar.google.com/calendar/u/2?cid=N3QyMm1ydm92amNmdTZqZm5ucDRu... for event details. To learn more about the Operate First Data Science Community, visit our website <https://www.operate-first.cloud/data-science/operate-first-data-science-c... and find the agenda for the upcoming meetups here <https://www.operate-first.cloud/data-science/operate-first-data-science-c...;. We look forward to seeing you at the Meetup! Best, The Operate First Data Science Team Links: 1. Calendar Invite: https://calendar.google.com/calendar/u/2?cid=N3QyMm1ydm92amNmdTZqZm5ucDRu... 2. Topic suggestion: https://github.com/aicoe-aiops/cloud-first-data-science-community/issues/... 3. Website: https://www.operate-first.cloud/data-science/operate-first-data-science-c... 4. Agenda: https://www.operate-first.cloud/data-science/operate-first-data-science-c... 5. Slack: https://join.slack.com/t/operatefirst/shared_invite/zt-o2gn4wn8-O39g7sthT... 6. Mailing List: https://lists.operate-first.cloud/admin/lists/community.lists.operate-fir... 7. Privacy Policy: https://www.operate-first.cloud/data-science/operate-first-data-science-c... -- Thanks and Regards, Aakanksha Duggal She/Her Software Engineer Red Hat Boston <https://www.redhat.com/> AI Center of Excellence Office of the CTO aduggal(a)redhat.com <https://www.redhat.com/>