ML in Production: What Does Production Even Mean | Dagshub скачать в хорошем качестве

ML in Production: What Does Production Even Mean | Dagshub

ABOUT THE TALK: While giving a talk to a group of up-and-coming data scientists, a question that surprised Dean Pleban was: "When you say “production”, what exactly do you mean?" In this talk, Dean defines what production actually means. I’ll present a first-principles, step-by-step approach to thinking about deploying a model to production. He will talk about challenges you might face in each step, and provides further reading if you want to dive deeper into each one. ABOUT THE SPEAKER: Dean Pleban has a background combining physics and computer science. He’s worked on quantum optics and communication, computer vision, software development and design. He’s currently CEO at DagsHub, where he builds products that enable data scientists to work together and get their models to production, using popular open source tools. He’s also the host of the MLOps Podcast, where he speaks with industry experts about ML in production. ABOUT DATA COUNCIL: Data Council (https://www.datacouncil.ai/) is a community and conference series that provides data professionals with the learning and networking opportunities they need to grow their careers. Make sure to subscribe to our channel for the most up-to-date talks from technical professionals on data related topics including data infrastructure, data engineering, ML systems, analytics and AI from top startups and tech companies. FOLLOW DATA COUNCIL: Twitter:   / datacouncilai   LinkedIn:   / datacouncil-ai