MLOps Engineering & Coding Best Practices with Maria Vechtomova #48

30/05/2024 59 min Temporada 3 Episodio 14
MLOps Engineering & Coding Best Practices with Maria Vechtomova #48

Listen "MLOps Engineering & Coding Best Practices with Maria Vechtomova #48"

Episode Synopsis

Our guest today is Maria Vecthomova, ML Engineering Manager at Ahold Delhaize and Co-Founder of Marvelous MLOps.In our conversation, we first talk about code best practices for Data Scientists. We then dive into MLOps, discuss the main components required to deploy a model in production and get an overview of one of Maria's project where she built and deployed a fraud detection algorithm. We finally talk about content creation, career advice and the differences between an ML and an MLOps engineer. If you enjoyed the episode, please leave a 5 star review and subscribe to the AI Stories Youtube channel.Link to Train in Data courses (use the code AISTORIES to get a 10% discount): https://www.trainindata.com/courses?affcode=1218302_5n7krabaCheck out Marvelous MLOps: https://marvelousmlops.substack.com/ Follow Maria on LinkedIn: https://www.linkedin.com/in/maria-vechtomova/Follow Neil on LinkedIn: https://www.linkedin.com/in/leiserneil/  ---(00:00) - Intro(02:59) - Maria’s Journey to MLOps(08:50) - Code Best Practices(18:39) - MLOps Infrastructure(29:10) - ML Engineering for Fraud Detection(40:42) - Content Creation & Marvelous MLOps(49:01) - ML Engineer vs MLOps Engineer(56:00) - Stories & Career Advice