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by TedPetrou on 2021-04-12 (UTC).

USA car accident death rates spiked more than 30% right as lockdowns went into effect. This is extraordinarily clear evidence of how lockdowns directly cause deaths.

This is almost certainly due to increased substance abuse. pic.twitter.com/C7NdxE9eA0

— Teddy Petrou (@TedPetrou) April 12, 2021
dataviz
In a group with 90 other tweets.
by hardmaru on 2021-04-12 (UTC).

It turns out that vanilla optimizers such as Nesterov momentum and Adam work just as fine for large batch sizes.

Paper by @zacharynado, @jmgilmer, Chris Shallue, @_arohan_ and George Dahl conducted extensive ablations training vision and language models.https://t.co/KU8pkgAPfn https://t.co/u23KigmXTb

— hardmaru (@hardmaru) April 12, 2021
research
by simongerman600 on 2021-04-12 (UTC).

In Louisiana over 0.7% of the total population are prisoners. This points to a systemic failure rather than the state being a hotspot of criminal activity. Source: https://t.co/QGvN4kIONa pic.twitter.com/0Jsh8NIceb

— Simon Kuestenmacher (@simongerman600) April 12, 2021
dataviz
by simongerman600 on 2021-04-11 (UTC).

Chart shows movies with the greatest difference between Rotten Tomatoes critic and audience ratings. Only movies with high number of reviews were included in order to ensure we have actually heard of the movies. Source: https://t.co/PkOYYbEmDk pic.twitter.com/O4x86B1aLN

— Simon Kuestenmacher (@simongerman600) April 11, 2021
dataviz
by karpathy on 2021-04-11 (UTC).

Using PyTorch + NumPy? A bug that plagues thousands of open-source ML projects https://t.co/piVdQidmZH
hah yes, a favorite super common super subtle bug 🐛. Bugs in deep learning silently make results slightly worse, pays to be v distrusting & defensive: https://t.co/5lBy4J77aS

— Andrej Karpathy (@karpathy) April 11, 2021
toolpytorchpythontip
by karpathy on 2021-04-11 (UTC).

RepVGG: Making VGG-style ConvNets Great Again
paper: https://t.co/Y5WfgvqxHO
PyTorch code: https://t.co/ydk0RUf6JU
👌Spells out the benefits of very simple/uniform/fast (latency, not FLOPS) deployment architectures. A lot of complexity often due to optimization, not architecture. pic.twitter.com/8GliE4JDiq

— Andrej Karpathy (@karpathy) April 11, 2021
researchcvw_codepytorch
by rsalakhu on 2021-04-10 (UTC).

New work on Efficient Transformers in RL using Actor-Learner Distillation:

Compressing online larger “Learner model” towards a tractable “Actor model” in distributed RL setting with partially-observable environments.https://t.co/jnExWiPabS

with E. Parisotto #ICLR2021 pic.twitter.com/kC5SSRsWrn

— Russ Salakhutdinov (@rsalakhu) April 10, 2021
researchrl
by seb_ruder on 2021-04-09 (UTC).

10 Things You Need to Know About BERT and the Transformer Architecture That Are Reshaping the AI Landscape

This super comprehensive post covers most things that are important in current NLP including BERT, transfer and avocado chairs 🥑
by @cathalhoran https://t.co/Hn458pkrk8 pic.twitter.com/srs4bIFrFw

— Sebastian Ruder (@seb_ruder) April 9, 2021
learningsurveynlp
by vboykis on 2021-04-09 (UTC).

So, so good. https://t.co/k4793AhiKn

— Vicki Boykis (@vboykis) April 9, 2021
misc
by RAPIDSai on 2021-04-09 (UTC).

Use @PrometheusIO and @Grafana to instrument your @rapidsai @dask_dev deployments and monitor how your workflows are performing on your systems. https://t.co/uCLRqyi2WJ

— RAPIDS AI (@RAPIDSai) April 9, 2021
tooltutorialdataviz
by GaryMarcus on 2021-04-09 (UTC).

“The data economy has to go because it is at odds with free, equal, stable, and liberal democracies.”

-@CarissaVeliz, speaking an important truth that few have had the courage to say out loud. https://t.co/ffyiakCGuH

— Gary Marcus (@GaryMarcus) April 9, 2021
thoughtmisc
by jburnmurdoch on 2021-04-09 (UTC).

So don’t get me wrong, we’re on the way out of this. Several countries are very nearly there.

Here is a new chart that we should all be watching over the coming months, as countries seek to follow Israel’s lead and reach the Covid endgame: pic.twitter.com/8aop6XmBBI

— John Burn-Murdoch (@jburnmurdoch) April 9, 2021
dataviz
In a group with 90 other tweets.
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