Deep in the heart of data // Carl Steinbach // MLOps Coffee Sessions #22 from Agentic Conversations (formally mlops.community)

Deep in the heart of data // Carl Steinbach // MLOps Coffee Sessions #22

55 minutes Posted Dec 18, 2020 at 3:01 pm.

] Introduction to Carl Steinbach

] Carl's background

] Breakdown of Transpiler

] Advantages of Decoupling the Execution Layer

] Differences between UDF (user-defined function) Functions and Views

] How do you ensure the reproducibility of these Views?

] Data structure evolution

] Are Data Lakes and Data Warehouse fundamentally different things or are they on a path towards conversion?

] It's inevitable that people will start doing machine learning on databases

] Who gets permission on what, especially when it comes to data and how sensitive things can be?

] Security aspect of data  

] Does it require a level of obstruction on top of the data of the file system?

] Why do we go back and go forward which sets this trend?

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Coffee Sessions #22 with Carl Steinbach of LinkedIn, Deep in the Heart of Data.

//Bio

Carl is a Senior Staff Software Engineer and currently the Tech Lead for LinkedIn's Grid Development Team. He is a contributor to Emerging Architectures for Modern Data Infrastructure

//Other links referenced by Carl:

https://rise.cs.berkeley.edu/wp-content/uploads/2017/03/CIDR17.pdf

https://www.youtube.com/watch?v=-xIai_FvcSk&ab_channel=WePayEngineering

https://softwareengineeringdaily.com/2019/10/23/linkedin-data-platform-with-carl-steinbach/

https://www.slideshare.net/linkedin/carl-steinbach-open-source

https://dreamsongs.com/RiseOfWorseIsBetter.html

https://engineering.linkedin.com/blog/2017/03/a-checkup-with-dr--elephant--one-year-later

https://engineering.linkedin.com/

https://engineering.linkedin.com/blog/2018/11/using-translatable-portable-UDFs

https://a16z.com/2020/10/15/the-emerging-architectures-for-modern-data-infrastructure/

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Connect with Carl on LinkedIn: https://www.linkedin.com/in/carlsteinbach/

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