
Research
SANDWORM_MODE: Shai-Hulud-Style npm Worm Hijacks CI Workflows and Poisons AI Toolchains
An emerging npm supply chain attack that infects repos, steals CI secrets, and targets developer AI toolchains for further compromise.
biolearn
Advanced tools
Biolearn enables easy and versatile analyses of biomarkers of aging data. It provides tools to easily load data from publicly available sources like the
Gene Expression Omnibus <https://www.ncbi.nlm.nih.gov/geo/>, National Health and Nutrition Examimation Survey <https://www.cdc.gov/nchs/nhanes/index.htm>,
and the Framingham Heart Study <https://www.framinghamheartstudy.org/>. Biolearn also contains reference implemenations for common aging clock such at the
Horvath clock, DunedinPACE and many others that can easily be run in only a few lines of code. You can read more about it in our paper <https://www.biorxiv.org/content/10.1101/2023.12.02.569722v2>.
.. warning::
This is a prerelease version of the biolearn library. There may be bugs and interfaces are subject to change.
Python 3.10+
Install biolearn using pip.
.. code-block:: bash
pip install biolearn
To verify the library was installed correctly open python or a jupyter notebook and run:
.. code-block:: python
from biolearn.data_library import DataLibrary
If it executes with no errors then the library is installed. To get started check out some code examples <https://bio-learn.github.io/auto_examples/index.html>_
The biolearn team has a discord server <https://discord.gg/wZH85WRTxN>_ to answer questions,
discuss feature requests, or have any biolearn related discussions.
If you find any bugs with biolearn please create a Github issue including how we can replicate the issue and the expected vs actual behavior.
Detailed instructions on developer setup and how to contribute are available in the repo <https://github.com/bio-learn/biolearn/blob/master/DEVELOPMENT.md>_
FAQs
Machine learning for biomarkers computing
We found that biolearn demonstrated a healthy version release cadence and project activity because the last version was released less than a year ago. It has 2 open source maintainers collaborating on the project.
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Research
An emerging npm supply chain attack that infects repos, steals CI secrets, and targets developer AI toolchains for further compromise.

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