Frederik Kratzert's Avatar

Frederik Kratzert

@kratzert.bsky.social

Research Scientist @ Google Research. Working on the intersection of machine learning and hydrology. Located in Vienna, Austria.

637 Followers  |  689 Following  |  298 Posts  |  Joined: 05.12.2023
Posts Following

Posts by Frederik Kratzert (@kratzert.bsky.social)

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I present the most interesting graph ever made.

HUMAN ON BICYCLE beats every other living thing.
www.scientificamerican.com/article/a-hu...

05.02.2026 05:49 β€” πŸ‘ 228    πŸ” 76    πŸ’¬ 18    πŸ“Œ 5

Interesting read and something I have been thinking about recently. How fit is our education system for the new era and what does this mean for _learning_ (especially learning to learn), if students/pupils over rely on LLMs. What does this mean for my kids (2nd grade and kindergarten)...?

23.01.2026 09:46 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

What are your thoughts on this article. It also has been a while since I came across Tim's name, but I remember from my early days of ML how he was already publishing hardware benchmarks for ML setups and that I read them carefully whenever I upgrade my home setup.

18.01.2026 14:51 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

Some updates on NeuralHydrology and I'll also use this opportunity to give a shout-out to @gauchm.bsky.social for his continuous support and maintenance of NH

14.01.2026 21:20 β€” πŸ‘ 1    πŸ” 1    πŸ’¬ 0    πŸ“Œ 0
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Are you working in large-sample hydrology?

If so, we invite you to submit an abstract to our session for EGU 2026:

HS2.4.2 "Large-Sample Hydrology: Advancing dataset developments, enhancing process understanding, and unifying insights through catchment modeling"

22.10.2025 10:43 β€” πŸ‘ 8    πŸ” 4    πŸ’¬ 0    πŸ“Œ 1
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Dezember 8, 2025 :)

10.01.2026 12:08 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

Or, if your model outputs uncertainty bounds, at least you learn/model the uncertainty of the task that you care about.

05.01.2026 18:13 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

For those of you who are still undecided.

01.01.2026 22:39 β€” πŸ‘ 3    πŸ” 1    πŸ’¬ 0    πŸ“Œ 0
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Stuffed Fables Live the story of a child's stuffed toys, saving her from monsters under the bed.

We (wife, 7 y/o, myself) spent New Years Eve playing "Stuffed Fables"

boardgamegeek.com/boardgame/23...

My wife's first roleplay game and also the most complex game we played so far with our oldest. Time was flying and we only made it to the start of the second chapter πŸ˜…

01.01.2026 12:32 β€” πŸ‘ 5    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

No, I was not thinking about FM models in this context. One easy example: if you want a model that forecasts flood warnings, why train the model to predict streamflow? Under ideal conditions, you could simply train the model to forecast "send alert/ no alert"

31.12.2025 09:32 β€” πŸ‘ 2    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

Hydrology Paper of the Day @kratzert.bsky.social on integrating water quality observations into the Caravan dataset: the need for proper metadata and processing of observations; a new river network with water quality stations; catchment delineation; and validation and flagging of suspect data.

30.12.2025 04:58 β€” πŸ‘ 11    πŸ” 2    πŸ’¬ 0    πŸ“Œ 0

Interesting point. I've been thinking about this as well in the past and I think, especially with ML, we have the opportunity to optimize for what we really want to know from the model, instead of training it on some proxy task

30.12.2025 10:13 β€” πŸ‘ 2    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0
game screenshot showing an amsterdam-like city with the title "tramstertram" above it

game screenshot showing an amsterdam-like city with the title "tramstertram" above it

since everyone in Brazil's lost Twitter, I'm gonna try to make sure anything I post there is posted here too πŸ₯²
here's a free building game I shared there a few weeks ago! mattstark.itch.io/tramstertram

31.08.2024 20:03 β€” πŸ‘ 31    πŸ” 14    πŸ’¬ 0    πŸ“Œ 1

Very cool. Congratulations and surely deserved πŸ’

26.12.2025 22:36 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0

the success of the user-created For You feed while the official Discover feed flops is actually a pretty major win for Bluesky β€” it literally is the embodiment of their goal to decentralize feed generation and give users more control/autonomy

26.12.2025 15:27 β€” πŸ‘ 340    πŸ” 59    πŸ’¬ 9    πŸ“Œ 8

Kid #2 got sick in time for Christmas and it seems I caught whatever he has, too. For the last three years we had at least one kid sick at Christmas.

Happy Holidays πŸŽ„

23.12.2025 19:18 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
A world map with red and blue dots. Each dot denotes a water quality measurement station that is included in Caravan-Qual. Red dots are stations with additional streamflow observations. Blue dots are stations without streamflow observations.

A world map with red and blue dots. Each dot denotes a water quality measurement station that is included in Caravan-Qual. Red dots are stations with additional streamflow observations. Blue dots are stations without streamflow observations.

Excited to unveil Caravan-Qual! 🌊

We've expanded the Caravan framework to bridge the gap between water quantity and quality.

This new open dataset features: πŸ”Ή ~70M observations πŸ”Ή137k stations πŸ”Ή 100 constituents πŸ”Ή Linked streamflow, forcing & attributes

Links in 🧡

18.12.2025 08:00 β€” πŸ‘ 26    πŸ” 12    πŸ’¬ 2    πŸ“Œ 1

All credits for data collection and standardizing go to Ed. He did all of the hard work!

19.12.2025 13:40 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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@rarakihydro.bsky.social leads an exiting new preprint that maps dominant hydrologic processes across >14k US watersheds using streamflow signatures + ML. It’s been such fun following Ryoko and Hilary’s leadership alongside Admin, Anne and Gemma.

egusphere.copernicus.org/preprints/20...

18.12.2025 18:32 β€” πŸ‘ 15    πŸ” 6    πŸ’¬ 1    πŸ“Œ 0

It is so wild how all academics seem to have decided that LinkedIn is the new platform. Essentially the same announcement receives 100x the engagement.. On a job market platform.

In the good old days of Twitter, this was different and it's kinda sad that not more researchers decided to join BlueSky

18.12.2025 17:20 β€” πŸ‘ 6    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

Right?

18.12.2025 13:09 β€” πŸ‘ 2    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Caravan-Qual: A global scale integration of water quality observations into a large sample hydrology dataset - Data Publication Platform of Utrecht University Data Publication platform of Utrecht University

πŸ“¦ Full Data: doi.org/10.24416/UU0...
πŸ“‚ Lite (CSV): zenodo.org/records/1778...
πŸ’» Code: github.com/SustainableW...

πŸ“–Preprint: eartharxiv.org/repository/v...

#OpenScience #Hydrology #WaterQuality

18.12.2025 08:00 β€” πŸ‘ 2    πŸ” 0    πŸ’¬ 1    πŸ“Œ 1
A world map with red and blue dots. Each dot denotes a water quality measurement station that is included in Caravan-Qual. Red dots are stations with additional streamflow observations. Blue dots are stations without streamflow observations.

A world map with red and blue dots. Each dot denotes a water quality measurement station that is included in Caravan-Qual. Red dots are stations with additional streamflow observations. Blue dots are stations without streamflow observations.

Excited to unveil Caravan-Qual! 🌊

We've expanded the Caravan framework to bridge the gap between water quantity and quality.

This new open dataset features: πŸ”Ή ~70M observations πŸ”Ή137k stations πŸ”Ή 100 constituents πŸ”Ή Linked streamflow, forcing & attributes

Links in 🧡

18.12.2025 08:00 β€” πŸ‘ 26    πŸ” 12    πŸ’¬ 2    πŸ“Œ 1

First time in years that I won't attend #AGU

Inspiring week for everyone who attends and I hope you all stay safe.

14.12.2025 21:43 β€” πŸ‘ 3    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

This looks amazing 😲

Deserved first bookmark on bluesky

04.12.2025 22:24 β€” πŸ‘ 3    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0
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Back by popular demand: At #EGU26 we'll organize another BUGS session: Blunders, Unexpected Glitches, and Surprises!

Submit abstracts on ideas that seemed great but didn't work, errors and bugs that led to new insights (or funny stories), or any other unexpected results.

www.egu26.eu/session/56997

03.12.2025 13:58 β€” πŸ‘ 14    πŸ” 8    πŸ’¬ 1    πŸ“Œ 1
Session EOS4.4

Quick shout-out for an #EGU26 session that I'm not involved in but think is worth sharing:

EOS4.4 BUGS: Blunders, Unexpected Glitches, and Surprises

For a detailed session description, see www.egu26.eu/session/56997

03.12.2025 13:28 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

Wow, so cool. Congratulations to her achievement

22.11.2025 12:45 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

Haha :)

21.11.2025 07:04 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

What do people do when their taxi driver is a) speeding like crazy and b) interacting with his phone all the time while driving. Not sure if I'm unlucky but this happens 4/5 times to me when taking the airport taxi back home...

20.11.2025 22:27 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0