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Bayesian reasoning and machine learningDavid Barber

Bayesian reasoning and machine learning

2011735 pages
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"Machine learning methods extract value from vast data sets quickly and with modest resources. They are established tools in a wide range of industrial applications, including search engines, DNA sequencing, stock market analysis, and robot locomotion, and their use is spreading rapidly. People who know the methods have their choice of rewarding jobs. This hands-on text opens these opportunities to computer science students with modest mathematical backgrounds. It is designed for final-year undergraduates and master's students with limited background in linear algebra and calculus.…

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1 edition
  • Other · English · 2011
    Cambridge University Press · 735 pages · 9780521518147
Bayesian statistical decision theoryMachine learningArtificial IntelligenceBayes Theorem