MLOps & LLMOps with Noah Gift #38 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 & LLMOps with Noah Gift #38

November 30, 2023 • Neil Leiser • Season 3 • Episode 4

Our guest today is Noah Gift, MLOps Leader and award winning book author. Noah has over 30 years of experience in the field and has taught to hundreds of thousands of students online.

In our conversation, we first talk about Noah's experience building data pipelines in the movie industry and his experience in the startup world. We then dive into MLOps. Noah highlights the importance of MLOps, outlines the Software Engineering best practices that Data Scientists must learn and explains why we shouldn't always use Python. Noah finally shares his thoughts on the difference between MLOps and LLMOps, Python vs Rust and the future of the field.

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Link to Train in Data courses (use the code AISTORIES to get a 10% discount): https://www.trainindata.com/courses?affcode=1218302_5n7kraba

Follow Noah on LinkedIn: https://www.linkedin.com/in/noahgift/

Follow Neil on LinkedIn: https://www.linkedin.com/in/leiserneil/

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(00:00) - Intro

(02:14) - Building data pipelines in the film industry

(11:47) - Noah's experience in Startups

(17:57) - What is MLOps?

(20:52) - Why should Data Scientists learn Software Engineering?

(27:59) - Importance of MLOps

(30:54) - Rust vs Python

(43:48) - Why we shouldn't always use Python

(49:26) - Difference between LLMOps and MLOps

(53:50) - Security and ethical concerns with LLMOps

(56:27) - The future of the field

(01:08:41) - Career advice