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MLOps as a Team - Raphaël Hoogvliets
Manage episode 449103807 series 2831626
Content provided by DataTalks.Club. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by DataTalks.Club or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://podcastplayer.com/legal.
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
183 episodes
Share
Manage episode 449103807 series 2831626
Content provided by DataTalks.Club. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by DataTalks.Club or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://podcastplayer.com/legal.
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
183 episodes
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Similar to DataTalks.Club
Africa-focused technology, digital and innovation ecosystem insight and commentary.
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continue reading
Show notes are at https://stevelitchfield.com/sshow/chat.html
…
continue reading
The American healthcare system is one of the most innovative in the world. But it’s also riddled with complex challenges, such as access to affordable medications, inefficiency and administrative burdens, and communication barriers between providers. There’s clearly a better way—and at Surescripts, we have a unique sightline into what that may be. In this series, host Melanie Marcus, Chief Marketing Officer of Surescripts, sits down with today’s most inspiring and innovative leaders in healt ...
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The power of Data is undeniable. And unharnessed - it’s nothing but chaos. Making data your ally. Using it to lead with confidence and clarity. Host Jess Carter is solving problems in real-time to reveal what’s possible. Helping communities and people thrive. This is Data Driven Leadership, a show brought to you by Resultant.
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continue reading
Download This Show is your weekly guide to the world of media, culture, and technology. From social media to gadgets, streaming services to privacy issues. Each week Rae Johnston and guests take a fun, deep dive into how technology is reshaping our lives.
…
continue reading
Big tech is transforming every aspect of our world. But how, and at what cost? This season of Land of the Giants – The Disney Dilemma – focuses on Disney’s ability to weather the ups and downs of the business cycle and changing tastes and explores what has kept it successful for over 100 years. The entertainment giant has leveraged nostalgia and its intellectual property to build a beloved brand, but after an acquisition spree that included Marvel, Lucasfilm, and 20th Century Fox, can it sus ...
…
continue reading
This is the audio podcast version of Troy Hunt's weekly update video published here: https://www.troyhunt.com/tag/weekly-update/
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continue reading
The director’s commentary track for Daring Fireball. Long digressions on Apple, technology, design, movies, and more.
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