Data Analytics Chat
🎧 Welcome to Data Analytics Chat – the podcast where data meets real careers.
Data isn’t just numbers; it’s a journey. Each episode, we explore a key topic shaping the world of data analytics while also discussing the career paths of our guests.
This podcast brings together top experts to share:
- Insights on today’s biggest data trends
- The challenges they’ve faced (and how they overcame them)
- Their career journeys, lessons learned, and advice for the next generation of data professionals
This isn’t just a podcast, it’s a community for anyone passionate about data and the people behind it.
👉 Hit subscribe and join us on the journey.
Connect with host - https://www.linkedin.com/in/ben---parker/
Data Analytics Chat
How Is MLOps Being Deployed In Business
In this episode, we discuss the evolving landscape of data analytics, focusing on MLOps.
Alexander Machado, Head of Trustworthy AI, joins us in this discussion. Alex and I explore the essential role of MLOps in ensuring successful project deployment and performance.
We share insights on MLOps and their importance for businesses. We explore the common risks and challenges that businesses face. We touch on scalability and other important factors such as aligning with strategic goals, stakeholder buy-in, and complying with regulations like the European AI Act.
- Enterprise guide to ML: https://appliedaiinitiative.notion.site/The-enterprise-guide-to-ML-a389dbdf244143f7a690b4e1980444f4
- ML Skill Profiles whitepaper: https://www.appliedai.de/en/insights/ml-skill-profiles
In this episode, we will learn:
00:00 Introduction to the Episode
00:28 Guest Introduction: Alexander Machado
01:57 What is MLOps and Its Importance
04:00 Structuring MLOps Teams and Skill Sets
06:34 Effective Management in MLOps
10:38 MLOps Project Lifecycle
14:23 Challenges and Risks in MLOps
17:44 Scalability in MLOps
20:10 Choosing the Right Tools and Infrastructure
21:44 Future of MLOps in Business
24:11 Conclusion and Final Thoughts
Thank you for listening!