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Koina: Democratizing machine learning for proteomics research | Nature Communications

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Koina is an open-source, online platform that simplifies access to machine learning models in proteomics, enabling easier integration into analysis tools and helping researchers adopt and reuse ML models more efficiently.

Download PDF Subjects Computational platforms and environments Hardware and infrastructure Machine learning Proteome informatics Abstract Recent developments in machine learning (ML) and deep learning have immense potential for applications in proteomics, such as generating spectral libraries, improving peptide identification, and optimizing targeted acquisition modes. Although new ML models are regularly published, the rate at which the community adopts these models is slow. This is in part due to a lack of findability and accessibility of these models as well as the technical challenges invo

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