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Top 23 Biology Open-Source Projects
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deepchem
Democratizing Deep-Learning for Drug Discovery, Quantum Chemistry, Materials Science and Biology
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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OpenWorm
Repository for the main Dockerfile with the OpenWorm software stack and project-wide issues
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Vcflib
C++ library and cmdline tools for parsing and manipulating VCF files with python and zig bindings
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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Catalyst.jl
Chemical reaction network and systems biology interface for scientific machine learning (SciML). High performance, GPU-parallelized, and O(1) solvers in open source software.
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BioAmp-EXG-Pill
BioAmp EXG Pill is a small and elegant Analog Front End (AFE) board for BioPotential signal acquisition.
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pydna
Clone with Python! Data structures for double stranded DNA & simulation of homologous recombination, Gibson assembly, cut & paste cloning.
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Sandboxels
Sandboxels is an in-browser falling sand simulation game, with mechanics such as heat simulation, electricity, density, chemical reactions, fire, and over 500 unique elements to play with.
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
Project mention: The baffling intelligence of a single cell: The story of E. coli chemotaxis | news.ycombinator.com | 2024-03-21So I have three thoughts about this.
The first is cell specialization, particularly neurons. It seems like nature really came up with a universal neuron. There aren't neurons for eyesight vs thinking, etc. They've experimented with this on frogs where they've reweired the optic nerve to a different part ofd the brain and the frog seems to see just fine. They've even added an eye and the frog seems to cope and use it just fine.
The second is the OpenWorm project [1]. This is an attempt to simulate a relatively simple organism with IIRC ~280 neurons. Despite lots of effort, the simulated version just doesn't match up to the real thing. In artificial neural networks we have a stupidly simplified model of neurons that tends to get reduced to a binary signal and an activation function. Thius can do a lot but it's clearly wholly inadequate for any realistic modelling. The protein interactions in a cell are mind-bogglingly complex.
The third is the three-body problem. To summarize, we have a general solution for the grvity interactions of two bodies. Add one more and we don't. We have classes of solutions but no general solution. This is why JPL needs to use supercomputers to calculate flight plans with a relatively low number of bodies. We see a relatively simple set of interactions lead to massive complexity with protein folding. I imagine that it just won't be computationally viable to simulate even a single realistic cell given all th einteractions that go on. We're simply left to make estimations.
[1]: https://openworm.org/
It may be better to post the project https://sandboxels.r74n.com/ instead of the whole site. Do you want to post it?
Biology related posts
- The baffling intelligence of a single cell: The story of E. coli chemotaxis
- Money Bubble
- Mind-reading devices are revealing the brain's secrets
- Thousands of AI Authors on the Future of AI
- Discussion Thread
- Openworm – a biological simulation of a worm with 302 neurons
- Openworm – a biological simulation of a worm with 302 neurons
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A note from our sponsor - InfluxDB
www.influxdata.com | 27 Apr 2024
Index
What are some of the best open-source Biology projects? This list will help you:
Project | Stars | |
---|---|---|
1 | deepchem | 5,102 |
2 | Thrive | 2,580 |
3 | OpenWorm | 2,254 |
4 | ncbi-genome-download | 887 |
5 | chemicalx | 700 |
6 | Vcflib | 595 |
7 | jvarkit | 467 |
8 | SeqAn | 457 |
9 | Catalyst.jl | 421 |
10 | BioAmp-EXG-Pill | 236 |
11 | seagull | 168 |
12 | pydna | 152 |
13 | BioSequences.jl | 146 |
14 | Sandboxels | 133 |
15 | biobear | 120 |
16 | Wham | 98 |
17 | full_spectrum_bioinformatics | 67 |
18 | aquarium | 57 |
19 | betse | 49 |
20 | Swate | 29 |
21 | cas | 28 |
22 | gazelle | 18 |
23 | mosquito-eradication | 17 |
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