Every machine learning engineer eventually encounters this challenge: a model that performs perfectly in a notebook often fails in production. The problem isn’t the algorithm itself; it’s everything surrounding it. In a lab environment, data is clean, schemas are consistent, and dependencies remain stable. However, in a production environment, data changes daily, infrastructure evolves, and … Read more
Sherri McGurnaghan is a DevOps leader and business analyst who brings years of experience to this dynamic conversation. We explore how to empower people, how to be a successful mentor, how to build and motivate a team, and much more. Sherri proves the power of community and has had a direct and indirect impact on … Read more
Patrick Hubbard is the Principal Head Geek at SolarWinds, but more importantly, he’s someone who has great lessons in how to communicate in a world where tech teams seem to be on a different page. This great conversation will be exciting for anyone who’s involved in developer advocacy, ops advocacy, or any cross-team work. We … Read more
Content planning for 2020 is underway and I realized that it’s a good time to share the recent O’Reilly report that I had done in 2019 here with folks. DevOps may seem a long way off, but the methods of automating your infrastructure creation in order to enable better DevOps practices is not. Even VMware … Read more