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The ongoing consolidation in AI is incredible. Thread: ➡️ When I started ~decade ago vision, speech, natural language, reinforcement learning, etc. were completely separate; You couldn't read papers across areas - the approaches were completely different, often not even ML based.

Brexit. Sad.

Generative models (such as Dall-E 2 and PaLM) are becoming just such an insanely powerful, almost magic-like technology, it's completely NUTS. And it seems like most (non-ML) people still don't fully grasp the implications. This technology will thoroughly transform society.

What if you could make small #ML models replicate the output of the biggest ones? In his latest blog on building more efficient #AI #Transformers, our own Harshil Shah reveals his recommended approach. Read the full post: hubs.ly/Q017QH9l0 #NLP #Innovation #Research

For PaLM, chain of thought prompting boosted the solving rate on GSM8K from 17.9% (by regular prompting) to 58.1%. Quite a big jump!

“Triangle with four corners” #dalle

Luca Ambrogioni I know, terrible cliche, but I just had to say it. Bayesian methods are beautiful in theory, and I had some papers in this direction, but alas, generally they are incredibly challenging to scale. (I'm also happy that people keep trying though, it's obviously a worthy goal!)

Merely continuing to glide down the existing scaling laws with engineering alone to lower the loss (which has so far correlated with output magic of the emergent properties) is just the lower bound / worst case.

edward challis , CEO & Co-Founder of Re:infer , and @JohnVeichmanis, COO at carwow discuss how to leverage AI and sales intelligence to create a growth flywheel. On Wednesday 15th June on our Summit Stage. #CogXFestival22

East London Waterworks Park will provide #Hackney & #WalthamForest with free access to 2 Olympic-size #wildswimming ponds, a new park filled with #biodiversity, a make-and-repair space, open-access arts-science projects, and a #community hub. Donate here: crowdfunder.co.uk/p/elwp

East London residents launch bid to turn concrete ex-water depot into wild swimming oasis bit.ly/3Pd0W0W

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1/ Notable how three pioneers of deep learning ( recognised in their shared 2018 Turing award) have substantially diverged on how they assess risk from superintelligence:

Survey by country: "Products and services using AI have more benefits than drawbacks" China: yeah, AI good! South Korea, Turkey, Brazil: Meh. Europe: AI bad. France, Canada, Netherlands, US: OMG, we are doomed! From the Stanford AI Index: aiindex.stanford.edu/report/?sf1763…

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I came to do my PhD in the UK (and stayed to eventually pay more taxes than 99% of Brits) only because my partner could move with me. As a Cambridge academic, I am losing out on great students, top global talent, who choose Germany because they have a partner.

They don’t. Believe me. Why do you talk such utter shite? And why are you morphing into a sovereign individual anarcho-capitalist narcissist with fascist leanings? Some journey you’ve been on.

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