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cdfoundation / sig-mlops

CDF SIG MLOps
https://cd.foundation
Apache License 2.0
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Change drivers to goals #55

Closed epec254 closed 1 year ago

epec254 commented 1 year ago

This is a PR that reframes the "Drivers" section as a "Goals that would be achieved if we did MLOps right" section. IMHO, I believe this increases the clarity since folks can read this section and say "oh, if I do MLOps right, this what I will get" and/or "oh, I must not be doing MLOps right since I am not getting X and Y." In the future, it can also provide a way to measure progress.

As I was reframing these statements into goals, I merged a few statements that were practically the same (or very close). I also added a specific section on Responsible AI since I felt the majority of the items in the "ML specific" were related to Responsible AI -- hopefully making this a seperate section will also help give it the attention it, IMHO, deserves.

tdcox commented 1 year ago

As per previous comment.

AlmogBaku commented 1 year ago

@tdcox while consistency is important for comparison , I think that crystalizing the message and improve the clarity is essential to democratize the knowledge.

Solving the comparability is a different issue imo, and I suggest to address it separately (maybe split the report to multiple files?)

tdcox commented 1 year ago

My advice would be to consider the following perspective:

This is a roadmap, so the way to add customer value is through adding to the repository of newly identified difficult challenges, technology requirements and potential solutions. The focus of the roadmap is to always look forward to the next barriers that must be removed in order to permit progress so our primary goal is to keep the audience aware of what those barriers are, currently.

Making stylistic changes to content that has already been published is looking backwards, so it’s expending effort in the wrong place to add value.

The broader educational remit now sits with the Best Practices SIG, so that would be the best place for more generic expansion upon nuances of different approaches and the group welcomes white papers discussing specific applications and techniques.