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Very happy & proud to share some research in Deep Bayesian Active Learning from
@yaringal,@joost_v_amersf and me at@OATML_oxford




http://oatml.cs.ox.ac.uk/blog/2019/06/24/batchbald.html …Thanks. Twitter will use this to make your timeline better. UndoUndo -
That time in the evening when you hate yourself for not installing TexLive earlier on your home workstation

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Andreas Kirsch Retweeted
《バーコーダー》バーコードリーダーのスキャン信号をレジではなく、スピーカーに直接接続することで音を鳴らす。 いま渋谷で巨大レシート版、演奏できます┃┃┃┃_ρ゙
#electronicosfantasticospic.twitter.com/tc5TTEhPMTShow this threadThanks. Twitter will use this to make your timeline better. UndoUndo -
Andreas Kirsch Retweeted
if you are wondering what dual numbers are useful for, i wrote up a couple things on em. here's the first: https://blog.demofox.org/2014/12/30/dual-numbers-automatic-differentiation/ … For hyperbolic numbers (also called split complex numbers, among other things), check this out: https://en.wikipedia.org/wiki/Split-complex_number#History …
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Things to love in the evening: http://torch.save and http://numpy.save having swapped argument order (file, obj) vs (obj, file)
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When the quick take fails
also ouch at the subconscious bias
https://twitter.com/merbroussard/status/1218924355352178688 …This Tweet is unavailable.Thanks. Twitter will use this to make your timeline better. UndoUndo -
Andreas Kirsch Retweeted
Shameless end of year plug for: https://yearcompass.com/ It's a ~15 page pdf with prompts you fill out to help you reflect on the past year, and plan for the next year. I did it last year and found it to be very helpful, and I will definitely be doing it again for 2019/20.
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Andreas Kirsch Retweeted
There are errors in this post. (1) The likelihood will collapse onto the "good function" as we increase the data size if the data are from the distribution we want to fit, as increasingly fewer bad functions will be consistent with our observations.https://twitter.com/jacobmbuckman/status/1218395271890997250 …
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Andreas Kirsch RetweetedThanks. Twitter will use this to make your timeline better. UndoUndo
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Andreas Kirsch Retweeted
How
#nbdev has helped us advance a new paradigm of agile software development: both experimentation and production ready code within a single workflow!
https://medium.com/20tree-ai/how-nbdev-helps-us-structure-our-data-science-workflow-in-jupyter-notebooks-9cf6081b051f …
#DataScience#Python@fastdotaiThanks. Twitter will use this to make your timeline better. UndoUndo -
Reading Twitter and paper updates this morning and just wanna crawl into a hole. Too much imposter syndrome, too much overwhelm
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Andreas Kirsch Retweeted
The maddening saga of how an Alzheimer’s ‘cabal’ thwarted progress toward a cure for decades https://www.statnews.com/2019/06/25/alzheimers-cabal-thwarted-progress-toward-cure/ … via
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Andreas Kirsch Retweeted
I wrote this self-contained, 150 line script that trains a ResNet-18 to ~94% accuracy on CIFAR-10. Useful for obtaining a strong baseline with minimal tricks. Uses
@PyTorch / Torchvision:
https://gist.github.com/y0ast/d91d09565462125a1eb75acc65da1469 …pic.twitter.com/K4J4NvrvMa
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Andreas Kirsch Retweeted
My machine learning education has progressed to the point where I lose sleep tossing around a “brilliant” idea, only to find the next day that it doesn’t actually work. This is great! I talked about this a few years ago:https://amasad.me/carmack
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Kinda like BatchBALD
https://twitter.com/fhuszar/status/1216284011078787072 …Thanks. Twitter will use this to make your timeline better. UndoUndo -
A good blog post overall. Especially that it is important to communicate with team members before rewriting someone's code
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Choose your interfaces wisely but decouple them from your implementations. This is a good pattern that gives you slack in both dimensions to tweak
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Deduplication of the implemention makes sense though! It allows for better testing and reduces the chance of bugs
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My proposed take is not to change the interface. Keep it as flexible as needed, that is few assumptions, to allow for easy specialization when necessary. Keep your code hackable to be agile
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The example replaces repetitive code with a neat (
literally) deduplicated abstraction. The problem with that is that it also tied down the interface to adhering to the chosen abstraction.Show this threadThanks. Twitter will use this to make your timeline better. UndoUndo -
Interesting post that conflates two separate issues: expressive flexible interfaces and code de-duplication. The bit about communication with team members is very important. More details
https://twitter.com/steipete/status/1216124320419926018 …Show this threadThanks. Twitter will use this to make your timeline better. UndoUndo
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