ML in Production: What Does Production Even Mean

Explore a comprehensive 14-minute talk from Data Council that delves into the concept of "production" in machine learning. Learn from Dean Pleban, CEO of DagsHub, as he breaks down the step-by-step approach to deploying models in production environments. Gain insights into potential challenges at each stage and discover valuable resources for further learning. Benefit from Pleban's diverse background in physics, computer science, and MLOps as he shares his expertise on enabling data scientists to collaborate effectively and successfully deploy their models using popular open-source tools. Understand the importance of defining "production" in the context of machine learning and how it impacts the development and deployment process for up-and-coming data scientists.