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End To End MLOps with Başak Eskili #54
Jan 9, 2025
In this discussion, Başak Eskili, a Machine Learning Engineer at Booking.com and co-founder of Marvelous MLOps, shares her inspiring journey into the world of MLOps. She highlights key components like version control and CI/CD pipelines that are essential for effective machine learning operations. The conversation dives into the significance of feature stores in real-time applications and the best practices for building scalable ML systems. Başak also offers valuable career advice for aspiring ML professionals, emphasizing the importance of soft skills in tech.
51:32
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Quick takeaways
- Başak Eskili emphasizes the critical role of MLOps in ensuring machine learning models deliver value by integrating continuous monitoring and deployment practices.
- Her journey highlights the importance of balancing technical and soft skills for career growth in the evolving tech landscape, particularly in machine learning.
Deep dives
Path to Machine Learning
Initially, pursuing a degree in computer science felt daunting, particularly due to a lack of enthusiasm for programming, stemming from an extroverted personality. However, a pivotal moment occurred during her studies when she had to choose a specialization, leading her to select machine learning over networking. This decision ignited her passion for the field and propelled her into further studies, including a master’s degree in AI from the University of Amsterdam. Her educational journey highlights the importance of adaptability and finding one’s niche, ultimately shaping her career as a machine learning engineer.
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Discover
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Listen to the best highlights from the podcasts you love and dive into the full episode