*sometimes*
---
RT @GregBodwin
In academia you sometimes have to work 7 days a week, but the freedom to choose which 7 days is unparalleled
twitter.com/GregBodwin/status/

As an unordered service, we have also thoroughly disinfected two random spots on each of our swabbing locations.
with @metasub is nearly over!
---
RT @pawel_labaj
Most of @MCB_UJ @JagiellonskiUni teams are done with @metasub in @krakow_pl Thank You All!!!
twitter.com/pawel_labaj/status

RT @MCB_UJ
Handrails in our cities can sometimes have more biodiversity than rainforests. Will we learn about new species by studying Kraków's microbial fingerprint during global City Sampling Day 2021? Look out for MCB researchers on the streets, Monday June 21st.

bit.ly/3vCSA8O

If you've ever wondered whether licking the handrails can be good for your health, the aftermath of should be of interest to you.

We're going to check that so you don't have to - together with @mason_lab, @MCB_UJ, and @JagiellonskiUni

Meta-dataset is a nice way of testing how robust your new, groundbreaking model is _actually_.
github.com/google-research/met

Show thread

Splitting a dataset into training and test set is cool and all, but but did you try splitting your metadataset into training and test datasets?

If not, don't worry, Google Research has got you covered.

RT @dermayank
Difference between machine learning and AI:

If it is written in Python, it's probably machine learning

If it is written in PowerPoint, it's probably AI

Similarity of concepts of a knowledge graph is a frequently encountered problem in text analysis for which Zhu et al. propose an approach that goes beyond the casual path calculation.
If you need more resolution of your metrics you should give it a try:

core.ac.uk/download/pdf/148683

RT @IARAInews
Dear competitors! We are inviting you to join the forum for our competition! There you can already find the competition details with first explorations on the temporal shift due to Covid-19 as well as on the spatial properties and shift.
👉iarai.ac.at/traffic4cast/join-

The dynamic time warping is a technique that is often used for alignment of time series data, with many usages in areas such as biometry.

Surprisingly, it can also be used in computing text similarity!

Let Matuschek et al. tell you about it:
researchgate.net/publication/2

RT @mason_lab
I'm elated to release four @metasub papers today, with new species, data interfaces, & online resources. The first is in @CellCellPress, "A global metagenomic map of urban microbiomes and antimicrobial resistance" led by @dcdanko @Daniela_Bezdan cell.com/cell/fulltext/S0092-8" a 🧵 /1

RT @MCB_UJ
Global study of 60 cities’ microbes finds each has a signature microbial fingerprint. A largest-ever global metagenomic study of urban microbiomes.
cell.com/cell/fulltext/S0092-8

@krakow_pl @MPK_Krakow @razemwruchu @metasub @pawel_labaj @mason_lab

RT @pawel_labaj
There is still time to take part in ! Don't miss the deadline on May 31st! meet @kyrpides @fcicca on July 28-30 camda.info discuss with @dpkreil @xdopazo @mason_lab @TomaszLabMCB @RafalMostowy @metasub about twitter.com/CAMDA_conf/status/

The validation data for the "Literature for Drug Induced Liver Injury" is live!

Feel free to join! If you've got any questions you can ask them here or on our forum.

data.camda.info/contest_datase

Jay Alammar's overview of BERT-based models shows us some not so obvious conclusions - like the fact that the best way of getting a contextual word embedding isn't taking the output layer of the model.

jalammar.github.io/illustrated

Our article with @SzymonSzott about deep reinforcement learning for contention window optimization is available in the IEEE Xplore repository.


ieeexplore.ieee.org/document/9

RT @josh_tobin_
In the real world, data distributions are almost never static.

So if you want to use ML in production, your goal should be to build a continual learning machine, not a static model.

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