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David H Brown

@davhbrown

Neuroscientist & lover of math. Machine Learning Engineer

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17.11.2024
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Latest posts by David H Brown @davhbrown

bsky.app/profile/tedu...

11.10.2025 01:40 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

This makes me happy because it confirms my bias that if you really want to impact SOTA, focus on the data. Training data, data preprocessing, post hoc analysis of high-error data points. It’s not flashy but that’s the pay dirt.

07.09.2025 10:59 πŸ‘ 5 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0
The Grug Brained Developer

grugbrain.dev

15.08.2025 03:39 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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The Who Cares Era | dansinker.com

dansinker.com/posts/2025-0...

28.05.2025 13:38 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Screenshot of the linked Quarto website, with input checkboxes to change different conditions for a regression model that predicts economic performance based on US political party, with a reported p-value

Screenshot of the linked Quarto website, with input checkboxes to change different conditions for a regression model that predicts economic performance based on US political party, with a reported p-value

I’ve long used FiveThirtyEight’s interactive β€œHack Your Way To Scientific Glory” to illustrate the idea of p-hacking when I teach statistics. But ABC/Disney killed the site earlier this month :(

So I made my own with #rstats and Observable and #QuartoPub ! stats.andrewheiss.com/hack-your-way/

20.03.2025 18:30 πŸ‘ 1463 πŸ” 437 πŸ’¬ 57 πŸ“Œ 29
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Did the party system change from 2012–2016? We test the implications of the spatial realignment framework against data from the 2012–2016 electoral cycle. The data, which come from the 2011–2016 Voter Study Group survey, include 19 items ask...

Is this data an update from the same Voter Study Group survey you used here? doi.org/10.1080/1745...

22.03.2025 18:19 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
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GitHub - google-research/tuning_playbook: A playbook for systematically maximizing the performance of deep learning models. A playbook for systematically maximizing the performance of deep learning models. - google-research/tuning_playbook

github.com/google-resea...

22.03.2025 15:47 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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On the clustering behavior of sliding windows Things can go spectacularly wrong when clustering timeseries data that has been preprocessed with a sliding window. We highlight three surprising failures that emerge depending on how the window size ...

On the clustering behavior of sliding windows arxiv.org/abs/2503.14393

19.03.2025 14:48 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

moar memes

29.01.2025 19:10 πŸ‘ 39 πŸ” 9 πŸ’¬ 2 πŸ“Œ 0

Is that Nationscape clustering of the electorate pretty standard? Or are there various ways to split it?

19.01.2025 21:42 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

This is a super teaching tool, whatever one’s views on PR, because it is interactive and sure to produce good discussion.

16.01.2025 06:29 πŸ‘ 7 πŸ” 3 πŸ’¬ 1 πŸ“Œ 0
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This might be the first time after 10 years that boosted trees are not the best default choice when working with data in tables.
Instead a pre-trained neural network is, the new TabPFN, as we just published in Nature πŸŽ‰

08.01.2025 18:00 πŸ‘ 38 πŸ” 15 πŸ’¬ 3 πŸ“Œ 6

"About a days worth of work." Must be nice!

21.12.2024 00:53 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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The Singularity Deck is a multiuse, universal playing card system that allows for an immense number of games to be played including modern and traditional card games. It currently consists of 20 suits all themed after the beginning and the end of the universe.
www.singularity.games/singularity-...

30.11.2024 18:54 πŸ‘ 3 πŸ” 1 πŸ’¬ 1 πŸ“Œ 0
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Modular Magnetic Boards are an ever-growing set of #3Dprinted tiles that let you play a huge number of games on a magnetically reconfigurable board. You can print your own or pick them up from Etsy: singularitygames.etsy.com

30.11.2024 19:04 πŸ‘ 6 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0

Still loving base 12 or for another reason? πŸ˜†

04.12.2024 20:21 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Introducing the new "NOPE" algorithm

This algorithm will tell you "no" all the time. It has been shown to be up to 95% accurate in situations with a prevalence of 5% and *what is even better* even *more accurate* in rarer diseases

02.12.2024 15:01 πŸ‘ 102 πŸ” 20 πŸ’¬ 3 πŸ“Œ 1

πŸ¦β†’πŸ¦‹

The difference between "no evidence that it works," and "evidence that it doesn't work," is
1. extremely confused linguistically
2. extremely important epistemically
3. surprisingly continuous in practice.

The importance of a null study result depends entirely on the power.

25.11.2024 16:54 πŸ‘ 48 πŸ” 9 πŸ’¬ 2 πŸ“Œ 3

Posting a call for help: does anyone know of a good way to simultaneously treat both POTS and MΓ©niΓ¨re’s disease? Please contact me if you’re either a clinician with experience doing this or a patient who has found a good solution. Context in thread

24.11.2024 16:34 πŸ‘ 128 πŸ” 71 πŸ’¬ 15 πŸ“Œ 5
Grinding Wheels of Ophanim
Grinding Wheels of Ophanim YouTube video by Job for a Cowboy - Topic

youtu.be/M68d6Y7_zAk?...

22.11.2024 18:14 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Part 2: Why do boosted trees outperform deep learning on tabular data??

@alanjeffares.bsky.social & I suspected that answers to this are obfuscated by the 2 being considered very different algsπŸ€”

Instead we show they are more similar than you’d think β€” making their diffs smaller but predictive!🧡1/n

20.11.2024 17:01 πŸ‘ 70 πŸ” 10 πŸ’¬ 2 πŸ“Œ 3
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From double descent to grokking, deep learning sometimes works in unpredictable ways.. or does it?

For NeurIPS(my final PhD paper!), @alanjeffares.bsky.social & I explored if&how smart linearisation can help us better understand&predict numerous odd deep learning phenomena β€” and learned a lot..🧡1/n

18.11.2024 19:25 πŸ‘ 173 πŸ” 34 πŸ’¬ 7 πŸ“Œ 7