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Einops — a new style of deep learning code

Recently I’ve open-sourced einops— a new (and better) way to write deep learning code.Einops introduces a new notation and new operations.It perfectly complements existing frameworks (pytorch,...

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Twin training: trick for better model comparisons

Abstract: Frequently comparing deep learning models? A simple way to improve comparison is discussed here, this trick becomes specially handy when comparing segmentation models.Reliable comparison of...

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Numbers that lie to you

Either you don’t understand what they mean or how those were cooked.Scientists achieved 92% quality in the problem of …Our system filters out 99% of spam …New vaccine/technique is 40% more efficient...

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Don't write command-line interfaces (and how to write if you have to)

(a friendly reminder that reading post before commenting is a great idea. Some people see this as an argument for GUI — but it's completely wrong) A favourite activity of fresh github-bers is writing...

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Things I wish someone told me about microscopy

If you want to learn some culprits of microscopy… you’d better watch this video by microbehunter, because rest of the post is view of ML person on things you should (not) expect from lab microscopy...

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Delimiter-first code

.alex-boxes { display: flex; justify-content: space-around; } .lvl1 { color: darkred; } .lvl2 { color: darkgreen; } .lvl3 { color: darkblue; } .lvl1, .lvl2, .lvl3 { padding-right: 2px; } .lvl1:before,...

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Schema migration should be a responsibility of DB

A great achievement of the past decade in programming is a shift in paradigm from transition-focused to state-focused.This shift is clearly seen in front-end (user interfaces): In react/preact/vue and...

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Einops, retrospective of 5 years

Einops is soon-to-turn 5 years. Right time to have a look back.Some intro: einops is widely used — around 4 million downloads a month (for calibration - pytorch is 10 million) on pypi and is used in...

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Optical pooled screens of cells (overview of emerging biotechnology)

This month brought two preprints describing optical pooled CRISPR screens. What’s this new technology, what it can be used for, and why I’ve been waiting for it? I’ll make a small comparison of...

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Fastest Autograd in the West

Who needs fast autograd? Seemingly everyone these days!And once upon a time I needed an autograd that is actually fast. Leaving project details aside, here are the requirements:we test many computation...

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