Computational biology machine learning

  • Computational biology Subjects

    What is machine learning? Machine learning is a branch of artificial intelligence (AI) and computer science which focuses on the use of data and algorithms to imitate the way that humans learn, gradually improving its accuracy..

  • How is ML used in bioinformatics?

    Machine learning in bioinformatics can sift through biomedical publications and reports to identify different genes and proteins and search for their functionality.
    It can also aid in annotating protein databases and complement them with the information it retrieves from the literature..

  • What is machine learning used for in bioinformatics?

    Machine learning in bioinformatics can sift through biomedical publications and reports to identify different genes and proteins and search for their functionality.
    It can also aid in annotating protein databases and complement them with the information it retrieves from the literature..

  • Commonly used machine learning algorithms in bioinformatics
    Some of the most widely used learning algorithms are support vector machines, linear regression, logistic regression, naive Bayes, linear discriminant analysis, decision trees, k-nearest neighbor algorithm and Neural Networks (multilayer perception).
  • Machine learning has been applied to the automatic annotation of gene and protein function, determination of the protein subcellular localization, DNA-expression array analysis, large-scale protein interaction analysis, and molecule interaction analysis.
Some representative applications of machine learning in computational and systems biology include: identifying the protein-coding genes (including gene boundaries, intron-exon structure) from genomic DNA sequences; predicting the function(s) of a protein from its primary (amino acid) sequence (and when available,

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