NeurIPS ML for Systems Workshop will kick off with a keynote presentation from Google SVP Dr. Jeff Dean.
Tune in tomorrow at 8:30am Central Time to see what’s new at Google AI. (Room 396)
#neurips2022 #mlforsystems
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At 9:30AM, Professor Dawn Song will stream live at ML For Systems Workshop.
Coffee break and poster session will follow 10:20-10:50AM.
Again, the workshop is in-person at Room 396.
#neurips2022 #beekeley #mlforsystems #nola #mlforsys
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As a 4th time organizer, I must say we have an amazing program this year at ML for Systems at NeurIPS.
Before I forget —
Organizers Neel Kant
Steering
+ PC.
🙏
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Aaand we are live! Starting straight with a throwback to 2018 😳😳
giving an update on ML for Systems at Google over the last four years.
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RL for Chip Design!
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A throwback all the way to 1994! ’s first PhD paper on inlining (without “machine learning”).
Also Jeff is available for Q&A so post your questions now!!
#NeurIPS2022 #mlforsystems
MLforSystems.org
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Great questions!
To summarize: ML for Systems in production (placed in the middle of a system) is just starting, more benchmarks are more than welcome.
Next, Professor Dawn Song speaks on privacy and data economy.
Room 396
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Traditional solutions on protecting user privacy aren’t sufficient.
Please post your questions for Dawn in the chat.
#responsibleai #privacy #datasecurity #dataprivacy #governance
GIF
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Dawn’s talk always hits all the painpoints.
CoLink: Decentralized data science, with FHE applications. 1 federated learning abstraction to rule them all?
#securecomputation #decentralizedsystem #encryptedcomputation #federatedlearning #multipartycomputation
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NVIDIA VP of Architecture Research, Dr. Keckler, talks about practical ML in electronic design automation and computer architecture — as used in NVIDIA!
Introduced by
Room 396
#mlforsystems #nvidia #wiring #deviceplacement #NeurIPS2022
mlforsystems.org
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Next we have Steve’s “academic granddaughter” Newsha Ardalani from Meta.
Fun fact: and I first met in the women’s bathroom at that one industrial AI lab we worked at in 2017 🙈
#computerarchitecture
#metaAI #MLforSystems
MLforSystems.org
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“If you aren’t already motivated by security or ethical implications — there are business reasons”
Newsha talks about whether data quality impact on models can be defined and measured. Is quality data actually always better?
#dataquality #ablation #mlforsystems
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Two words: SCALING LAW (for ✨ data quality ✨).
Reminiscent of the supercomputing workshop Dario Joel and many others.
DataPerf will be launched in 2023!
#supercomputing #benchmarking #dataquality
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Our last speaker Riyadh Baghdadi updates on his prior work 1st presented in this workshop — later won ‘s Best Paper.
Fun fact: met him when he was a phd student (just like me) and now he’s a prof at 🥹🥹
#compileroptimization #mlforsystems #NeurIPS2022
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