• MLOps Evolution: Data, Experiments, and AI with Dean Pleban from DagsHub

  • Sep 27 2024
  • Length: 54 mins
  • Podcast

MLOps Evolution: Data, Experiments, and AI with Dean Pleban from DagsHub

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  • Summary

  • In this episode, we chat with Dean Pleban, CEO of DagsHub, about machine learning operations. We explore the differences between DevOps and MLOps, focusing on data management and experiment tracking. Dean shares insights on versioning various components in ML projects and discusses the importance of user experience in MLOps tools. We also touch on DagsHub's integration of AI in their product and Dean's vision for the future of AI and machine learning in industry.

    Links

    DagsHub
    The MLOps Podcast
    Dean on LI

    Chapters

    00:00 Introduction and Background
    03:03 Challenges of Managing Machine Learning Projects
    10:00 The Concept of Experiments in Machine Learning
    12:51 Data Curation and Validation for High-Quality Data
    27:07 Connecting the Components of Machine Learning Projects with DAGS Hub
    29:12 The Importance of Data and Clear Interfaces
    43:29 Incorporating Machine Learning into DAGsHub
    51:27 The Future of ML and AI
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