Dear colleagues,
I just wanted to draw your attention to the FastPath workshop on
August 23:
https://fastpath2020.github.io/Program
.
It will feature talks on performance analysis of machine learning
systems.
I was also asked to present the key findings from my 10-year quest
to enable reproducible ML&systems R&D including
artifact
evaluations that I have helped to co-organize at MLSys,
ASPLOS, CGO, PPoPP, and a few other conferences.
I will also explain why I have developed the
Collective
Knowledge framework and how it can help to simplify artifact
evaluation, reuse artifacts, and automatically co-design efficient
ML/SW/HW stacks in terms of speed, accuracy, and different costs
particularly focusing on embedded devices with constrained
resources.
I will conclude with my plans for the CK framework, the open
cKnowledge.io
platform, and reproducibility initiatives.
I hope to see some of you there and looking forward to open
discussions,
Grigori
===========================================
Grigori Fursin, PhD
Founder of the Collective Knowledge Project
Director of cKnowledge SAS