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Impressed With the Open Source Solution
episode icon The Real Python Podcast
Focusing on Data Science & Less on Engineering and Dependencies
How do you manage the dependencies of a large-scale ... more
Feb 9 2024 1h 1m
Impressed With the Open Source Solution
Chapter 1 2 mins
ndash; Introduction
Chapter 2 1 min
ndash; Update on Metaflow
Chapter 3 3 mins
ndash; What is Outerbounds?
Chapter 4 5 mins
ndash; An ML platform to serve data scientists needs
Chapter 5 13 mins
ndash; Dependency reproducibility via and decorators
Chapter 6 51 sec
ndash; Sponsor: Intel
Chapter 7 2 mins
ndash; Storing lock files along with snapshots
Chapter 8 4 mins
ndash; Working alongside code and dependency management systems
Chapter 9 6 mins
ndash; Scaling a project from laptop to the cloud
Chapter 10 1 min
ndash; Video Course Spotlight
Chapter 11 5 mins
ndash; Getting visibility on processes
Chapter 12 5 mins
ndash; Adjusting your project due to GPU availability
Chapter 13 3 mins
ndash; Example of jumping back into a project one year later
Chapter 14 1 min
ndash; What are you excited about in the world of Python?
Chapter 15 1 min
ndash; What do you want to learn next?
Chapter 16 43 sec
ndash; How can people follow your work online?
Chapter 17 1 min
ndash; Thanks and goodbye
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