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| Title & Speakers | Event |
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MLOps as a Team - Raphaël Hoogvliets
2024-11-08 · 18:00
Raphaël Hoogvliets
– guest
We talked about: 00:00 DataTalks.Club intro 02:34 Career journey and transition into MLOps 08:41 Dutch agriculture and its challenges 10:36 The concept of "technical debt" in MLOps 13:37 Trade-offs in MLOps: moving fast vs. doing things right 14:05 Building teams and the role of coordination in MLOps 16:58 Key roles in an MLOps team: evangelists and tech translators 23:01 Role of the MLOps team in an organization 25:19 How MLOps teams assist product teams 27 :56 Standardizing practices in MLOps 32:46 Getting feedback and creating buy-in from data scientists 36:55 The importance of addressing pain points in MLOps 39:06 Best practices and tools for standardizing MLOps processes 42:31 Value of data versioning and reproducibility 44:22 When to start thinking about data versioning 45:10 Importance of data science experience for MLOps 46:06 Skill mix needed in MLOps teams 47:33 Building a diverse MLOps team 48:18 Best practices for implementing MLOps in new teams 49:52 Starting with CI/CD in MLOps 51:21 Key components for a complete MLOps setup 53:08 Role of package registries in MLOps 54:12 Using Docker vs. packages in MLOps 57:56 Examples of MLOps success and failure stories 1:00:54 What MLOps is in simple terms 1:01:58 The complexity of achieving easy deployment, monitoring, and maintenance Join our Slack: https://datatalks .club/slack.html |
DataTalks.Club |
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MLOps as a Team
2024-10-23 · 10:30
How I learned to stop worrying and love deployment - Raphaël Hoogvliets About the event Outline:
About the speaker: Raphaël Hoogvliets is a notable figure in the field of MLOps, known for his expertise as a data scientist and machine learning engineer. He is particularly recognized for his leadership and team-building skills within the technology sector. Raphaël is active in sharing his knowledge and insights on platforms like LinkedIn and Substack, where he regularly posts, and runs a newsletter. He shares learnings on MLOps from a variety of perspectives, including CxO-level strategies and beginner-level coding. Currently, Raphaël is leading a team of 12 engineers at Eneco, a leading sustainable energy company that provides energy to 2m households and businesses. DataTalks.Club is the place to talk about data. Join our slack community! |
MLOps as a Team
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MLOps as a Team
2024-10-07 · 10:30
How I learned to stop worrying and love deployment - Raphaël Hoogvliets About the event Outline:
About the speaker: Raphaël Hoogvliets is a notable figure in the field of MLOps, known for his expertise as a data scientist and machine learning engineer. He is particularly recognized for his leadership and team-building skills within the technology sector. Raphaël is active in sharing his knowledge and insights on platforms like LinkedIn and Substack, where he regularly posts, and runs a newsletter. He shares learnings on MLOps from a variety of perspectives, including CxO-level strategies and beginner-level coding. Currently, Raphaël is leading a team of 12 engineers at Eneco, a leading sustainable energy company that provides energy to 2m households and businesses. DataTalks.Club is the place to talk about data. Join our slack community! |
MLOps as a Team
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