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Samuel Ainsworth is in NYC Profile picture
Samuel Ainsworth is in NYC
@SamuelAinsworth
prev: @BrownUniversity, @uwcse/@uw_wail phd, curr: research scientist @cruise. 0.1x engineer, 10x friend. machine learning, cars ruin cities, open source
Jan 9, 2023 • 7 tweets • 3 min read
Prediction: @Microsoft will launch an AI assistant product in the next 5 years, built on ChatGPT. It will blow Google Assistant, Amazon Alexa, etc out of the water 🌊

Think about it... 1/n Imagine @AdeptAILabs's demo video () but with ChatGPT and working with any app running on Windows...

MSFT already has the necessary puzzle pieces in place:
1. Exclusive access to ChatGPT/related tech, thanks to their close partnership with @OpenAI
Sep 13, 2022 • 13 tweets • 5 min read
📜🚨📜🚨
NN loss landscapes are full of permutation symmetries, ie. swap any 2 units in a hidden layer. What does this mean for SGD? Is this practically useful?

For the past 5 yrs these Qs have fascinated me. Today, I am ready to announce "Git Re-Basin"!

arxiv.org/abs/2209.04836 We show that NN loss landscapes contain effectively only a single basin(!) provided sufficient width. Even better, we develop practical algos to navigate these basins...