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numfocus / YouTubeVideoTimestamps

Adding timestamps to NumFOCUS and PyData YouTube videos!
https://www.youtube.com/c/PyDataTV
MIT License
79 stars 19 forks source link

Ravi Singh - Unravelling Hidden Technical Debt in ML: A Pythonic Approach to Robust Systems #209

Closed tomaz-suller closed 2 months ago

tomaz-suller commented 6 months ago

Video URL: https://www.youtube.com/watch?v=YBnCPr4wmUo

tomaz-suller commented 6 months ago

00:44 Story Time! 08:00 Elements of ML Systems 10:42 Managing Technical Debt 10:57 Managing Technical Debt - Data Platform 11:50 Managing Technical Debt - Data Analysis 12:07 Managing Technical Debt - Automate your workflow 15:04 Managing Technical Debt - Production workflow 15:57 Managing Technical Debt - Cross cutting infrastructure 18:08 Managing Technical Debt - Feature store 19:34 Managing Technical Debt - Heuristic, Explanation, Fairness 20:33 Managing Technical Debt - Autoscaling 21:16 Moral of the story 23:15 References and goodreads 23:29 Who am I? 23:47 Q&A 24:59 Q&A - Which tools are there? 26:02 Q&A - Why Flyte instead of Airflow? 27:01 Closing

tomaz-suller commented 6 months ago

Not very usual but I tried adding some sub-chapters for the biggest portion of the talk and for the questions in the Q&A. In any case ignoring them is easier than re-writing them, so however it goes is fine for me.

tomaz-suller commented 3 months ago

@logankilpatrick any idea if this repo is still being used? Sorry for tagging you but you're the only one who has committed and so I thought you might know something, and some issues have been open here for about 2 years now.

tomaz-suller commented 2 months ago

Any idea why the video is private now? I wanted to check it as reference but nevermind I suppose.

Until the video is public again (if ever), I'll just close this.