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by jeremyphoward on 2021-02-05 (UTC).

Lightning made the mistake of relying on inheritance instead of callbacks, not realizing that inheritance has fundamental well-known limitations for extensibility.

They even boasted about this.

Later, they were forced to add callbacks. Oops. pic.twitter.com/w7g7XnRl6t

— Jeremy Howard (@jeremyphoward) February 5, 2021
miscpytorch
by MaartenvSmeden on 2021-02-04 (UTC).

Who made this pic.twitter.com/212bG8vZf0

— Maarten van Smeden (@MaartenvSmeden) February 4, 2021
humour
by GoogleAI on 2021-02-04 (UTC).

Check out new work on ML-driven design and exploration of custom accelerators, showing how #MachineLearning facilitates architecture exploration by rapidly identifying high-performing configurations across a range of applications. Learn more ↓ https://t.co/ZQaKSLnNxp

— Google AI (@GoogleAI) February 4, 2021
learningsurvey
by borisdayma on 2021-02-04 (UTC).

Just finished a complete tutorial on optimizing @huggingface models with @weights_biases

No extra line of code required 🥳https://t.co/aMyQ6EQyJS

— Boris Dayma (@borisdayma) February 4, 2021
nlptutorialtoollearning
by mbostock on 2021-02-04 (UTC).

Announcing Observable Inputs! 🎚🎛 Lightweight UI components to help you explore data and build interactive displays. https://t.co/odojmeV2tq

— Mike Bostock (@mbostock) February 4, 2021
javascripttool
by chipro on 2021-02-04 (UTC).

So I wrote a 5400-word lecture note on the basics of data engineering for my students, covering:

* data formats (row- vs. column-based, text vs. binary)
* ETL
* batch processing vs. stream processing
* training datasets

WIP. Feedback much appreciated!https://t.co/oFdTDSIAin pic.twitter.com/CShOlt00hk

— Chip Huyen (@chipro) February 4, 2021
learningsurvey
by simongerman600 on 2021-02-04 (UTC).

I've been asked to re-share this wonderful interactive 3D map shows land values in Japan from 1989 to 2019. Well worth checking this one out. Source: https://t.co/wQ9VHEeaVP pic.twitter.com/H7OcIkQrxm

— Simon Kuestenmacher (@simongerman600) February 4, 2021
dataviz
by Reza_Zadeh on 2021-02-04 (UTC).

Running ML models in less than 100KB on embedded devices. By Pete Warden. https://t.co/cOXXu6R2kG pic.twitter.com/0yf2Ltmfcd

— Reza Zadeh (@Reza_Zadeh) February 4, 2021
videolearningtutorial
by jburnmurdoch on 2021-02-03 (UTC).

I think it's fair to say humanity took a bit of a beating in 2020, but one month into 2021 there are signs of a fightback.

It took a year to reach 100 million confirmed cases worldwide. It's taken six weeks to give out 100 million doses of the vaccine.https://t.co/usvjnUBgsa pic.twitter.com/rL5BaKIan4

— John Burn-Murdoch (@jburnmurdoch) February 3, 2021
dataviz
In a group with 90 other tweets.
by GoogleAI on 2021-02-03 (UTC).

Introducing the World Models Library, an open-source, platform-agnostic suite of tasks and tools for examination of world model design and performance in visual model-based reinforcement learning. Learn more and grab the code at https://t.co/l9jKoBWS2V pic.twitter.com/sT6W4m2FDe

— Google AI (@GoogleAI) February 3, 2021
toolrl
by jeremyphoward on 2021-02-03 (UTC).

Very cool new @fastdotai callback from @ignaciooguiza: `PredictionDynamics()`, which shows how predictions develop during training. Inspired by @karpathy.https://t.co/csMtCLKlbi pic.twitter.com/CeNfBIxnXC

— Jeremy Howard (@jeremyphoward) February 3, 2021
tool
by nataliemj10 on 2021-02-03 (UTC).

This is a really good example of really bad survey design. The two prior questions to "should Cruz resign" are clearly priming respondents with the information the survey writers want to convey in a biasing manner. It should not be taken at face value. pic.twitter.com/hxG9XeeK3o

— Natalie Jackson (@nataliemj10) February 3, 2021
misc
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