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020 _a9783031222061
_9978-3-031-22206-1
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072 7 _aSCI056000
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072 7 _aPSAX
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082 0 4 _a570.285
_223
245 1 2 _aA Guide to Applied Machine Learning for Biologists
_h[electronic resource] /
_cedited by Mohammad "Sufian" Badar.
250 _a1st ed. 2023.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2023.
300 _aXIV, 262 p. 65 illus., 61 illus. in color.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
500 _aAcceso multiusuario
505 0 _aBasics of Modern Computer Systems (Unix/Linux Centric) -- The Python Programming Language ( A tool to enter the world of Machine Learning) -- Basic Math -- Introduction to the World of Bioinformatics -- Introduction to Artificial Intelligence & ML -- Fundamentals of ML -- Applications in the field of Bioinformatics -- Case Studies and a Minor Project -- Future Prospects -- Further Readings.
520 _aThis textbook is an introductory guide to applied machine learning, specifically for biology students. It familiarizes biology students with the basics of modern computer science and mathematics and emphasizes the real-world applications of these subjects. The chapters give an overview of computer systems and programming languages to establish a basic understanding of the important concepts in computer systems. Readers are introduced to machine learning and artificial intelligence in the field of bioinformatics, connecting these applications to systems biology, biological data analysis and predictions, and healthcare diagnosis and treatment. This book offers a necessary foundation for more advanced computer-based technologies used in biology, employing case studies, real-world issues, and various examples to guide the reader from the basic prerequisites to machine learning and its applications.
541 _fUABC ;
_cPerpetuidad
650 0 _aBioinformatics.
650 0 _aBiology.
650 0 _aBiotechnology.
650 0 _aMicrobiology.
650 1 4 _aBioinformatics.
650 2 4 _aBiological Sciences.
650 2 4 _aBiotechnology.
650 2 4 _aMicrobiology.
700 1 _aBadar, Mohammad "Sufian".
_eeditor.
_4edt
_4http://id.loc.gov/vocabulary/relators/edt
710 2 _aSpringerLink (Online service)
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9783031222054
776 0 8 _iPrinted edition:
_z9783031222078
776 0 8 _iPrinted edition:
_z9783031222085
856 4 0 _zLibro electrónico
_uhttp://libcon.rec.uabc.mx:2048/login?url=https://doi.org/10.1007/978-3-031-22206-1
912 _aZDB-2-SBL
912 _aZDB-2-SXB
942 _cLIBRO_ELEC
999 _c261890
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