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From MLOps to DataOps - Santona Tuli
Manage episode 366897897 series 2831626
Indhold leveret af DataTalks.Club. Alt podcastindhold inklusive episoder, grafik og podcastbeskrivelser uploades og leveres direkte af DataTalks.Club eller deres podcastplatformspartner. Hvis du mener, at nogen bruger dit ophavsretligt beskyttede værk uden din tilladelse, kan du følge processen beskrevet her https://da.player.fm/legal.
We talked about:
- Santona's background
- Focusing on data workflows
- Upsolver vs DBT
- ML pipelines vs Data pipelines
- MLOps vs DataOps
- Tools used for data pipelines and ML pipelines
- The “modern data stack” and today's data ecosystem
- Staging the data and the concept of a “lakehouse”
- Transforming the data after staging
- What happens after the modeling phase
- Human-centric vs Machine-centric pipeline
- Applying skills learned in academia to ML engineering
- Crafting user personas based on real stories
- A framework of curiosity
- Santona's book and resource recommendations
Links:
- LinkedIn: https://www.linkedin.com/in/santona-tuli/
- Upsolver website: upsolver.com
- Why we built a SQL-based solution to unify batch and stream workflows: https://www.upsolver.com/blog/why-we-built-a-sql-based-solution-to-unify-batch-and-stream-workflows
Free MLOps course: https://github.com/DataTalksClub/mlops-zoomcamp
Join DataTalks.Club: https://datatalks.club/slack.html
Our events: https://datatalks.club/events.html
168 episoder
Del
Manage episode 366897897 series 2831626
Indhold leveret af DataTalks.Club. Alt podcastindhold inklusive episoder, grafik og podcastbeskrivelser uploades og leveres direkte af DataTalks.Club eller deres podcastplatformspartner. Hvis du mener, at nogen bruger dit ophavsretligt beskyttede værk uden din tilladelse, kan du følge processen beskrevet her https://da.player.fm/legal.
We talked about:
- Santona's background
- Focusing on data workflows
- Upsolver vs DBT
- ML pipelines vs Data pipelines
- MLOps vs DataOps
- Tools used for data pipelines and ML pipelines
- The “modern data stack” and today's data ecosystem
- Staging the data and the concept of a “lakehouse”
- Transforming the data after staging
- What happens after the modeling phase
- Human-centric vs Machine-centric pipeline
- Applying skills learned in academia to ML engineering
- Crafting user personas based on real stories
- A framework of curiosity
- Santona's book and resource recommendations
Links:
- LinkedIn: https://www.linkedin.com/in/santona-tuli/
- Upsolver website: upsolver.com
- Why we built a SQL-based solution to unify batch and stream workflows: https://www.upsolver.com/blog/why-we-built-a-sql-based-solution-to-unify-batch-and-stream-workflows
Free MLOps course: https://github.com/DataTalksClub/mlops-zoomcamp
Join DataTalks.Club: https://datatalks.club/slack.html
Our events: https://datatalks.club/events.html
168 episoder
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Minder om DataTalks.Club
Africa-focused technology, digital and innovation ecosystem insight and commentary.
…
continue reading
Show notes are at https://stevelitchfield.com/sshow/chat.html
…
continue reading
Three nerds discussing tech, Apple, programming, and loosely related matters.
…
continue reading
Discover a whole new take on Artificial Intelligence with Squirro's educational podcast! Join host Lauren Hawker Zafer, a top voice in Artificial Intelligence on LinkedIn, for insightful chats that unravel the fascinating world of tech innovation, use case exploration and AI knowledge. Dive into candid discussions with accomplished industry experts and established academics. With each episode, you'll expand your grasp of cutting-edge technologies and their incredible impact on society, and y ...
…
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 Marc Fennell and a team of people far smarter than him (his words, not ours) take a fun deep dive into how technology is reshaping our lives.
…
continue reading
This is the audio podcast version of Troy Hunt's weekly update video published here: https://www.troyhunt.com/tag/weekly-update/
…
continue reading
A podcast featuring panelists of engineers from Netflix, Twitch, & Atlassian talking over drinks about all things software engineering.
…
continue reading
Android Backstage, a podcast by and for Android developers. Hosted by developers from the Android engineering team, this show covers topics of interest to Android programmers, with in-depth discussions and interviews with engineers on the Android team at Google. Subscribe to Android Developers YouTube → https://goo.gle/AndroidDevs
…
continue reading
The director’s commentary track for Daring Fireball. Long digressions on Apple, technology, design, movies, and more.
…
continue reading
Monday through Friday, Marketplace demystifies the digital economy in less than 10 minutes. We look past the hype and ask tough questions about an industry that’s constantly changing.
…
continue reading
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