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Mastering MLOps - Maria Vechtomova - HockeyStick #20
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Mastering MLOps with Maria: Insights and Future Trends
Join us for an in-depth conversation with Maria, a leading expert in MLOps, as she shares her journey and insights into the world of machine learning operations. Maria discusses the common misconceptions about MLOps, the integration of DevOps practices, and the tools and frameworks that have shaped her career. Discover her unique approach to MLOps, the challenges faced by data science teams, and the evolution of the field. Maria also introduces her new course on MLOps with Databricks, aimed at helping practitioners deepen their skills. Don't miss this episode for valuable advice and a peek into the future of MLOps!
0:00 Intro
0:31 Marvel and Lego: A Personal Touch
1:12 Journey into MLOps
02:09 The Evolution of MLOps
04:38 Challenges and Best Practices in MLOps
06:38 MLOps vs. DevOps
08:10 LLM Monitoring and Prompt Engineering
10:02 Advice for MLOps Practitioners
13:15 Marvelous MLOps: The Blog and Course
17:53 Final Thoughts and Career Advice
19:21 Conclusion and Farewell
20 episodes
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