MLOps Engineering & Coding Best Practices with Maria Vechtomova #48 Artwork

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Artificial Intelligence, Machine Learning, Data Science and Deep Learning are completely changing the world we live in today. Companies around the world start to make sensible use of big data to influence business decisions and create our future. From video recommendations to autonomous driving, from stock prediction to weather forecasting, the AI revolution is everywhere. The AI stories podcast brings together some of the best Data Scientists, Machine Learning Engineers, Business leaders and researchers that are at the front of this revolution. They are here to talk about their career, how they arrive where they are, give advice and share their vision. They explain how they make use of AI in their daily routine, how they use algorithms to solve business problems and make the world a better place. They are here to share their stories: their AI stories. Hosted by Neil Leiser, Data Scientist at Iwoca. Follow Neil to learn more about career, Data Science, AI and Machine Learning. Linkedin: https://www.linkedin.com/in/leiserneil/ Twitter: https://twitter.com/LeiserNeil

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MLOps Engineering & Coding Best Practices with Maria Vechtomova #48

May 30, 2024 • Neil Leiser • Season 3 • Episode 14

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_5n7kraba

Check 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/

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(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