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brunoasm/varkoder

By brunoasm

•Updated 2 months ago

A tool that uses variation in K-mer frequecies as DNA barcodes

Image
Machine learning & AI
Data science
0

10K+

brunoasm/varkoder repository overview

A tool that uses variation in K-mer frequecies as DNA barcodes.

This python program can generate varKodes from raw reads, which are images encoding the relative frequencies of different k-mers in a genome. It can also train a convolutional neural network to recognize species based on these images, and query new samples using a trained model.

For more information see below:

⁠Preprint:

de Medeiros, B.A.S, et al.. (2024). A universal DNA barcode for the Tree of Life. EcoEvoRxiv. https://doi.org/10.32942/X24891⁠

⁠GitHub repository:

https://github.com/brunoasm/varKoder⁠

Tag summary

Content type

Image

Digest

sha256:c35e3d240…

Size

3.6 GB

Last updated

2 months ago

docker pull brunoasm/varkoder