Making Sense of Data Big and Small
Books:
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Think Bayes A. B. Downey O'Reilley Publishing (2013) ISBN: 1449370780 |
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The Long Tail: Why the Future of Business is Selling Less of More C. Anderson Hachette Books (2008) ISBN: 1401309666 |
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Data Science for Business F. Provost, T. Fawcett O'Reilley Publishing (2013) ISBN: 1449361323 |
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Pattern Recognition and Machine Learning C. M. Bishop Springer (2007) ISBN: 0387310738 |
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Data Science From Scratch J. Grus O'Reilley Publishing (2015) ISBN: 149190142X |
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Statistics Done Wrong A. Reinhart No Starch Press (2015) ISBN: 9781593276201 |
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Mastering Machine Learning with scikit-learn G. Hackeling Packt Publishing (2014) ISBN: 9781783988365 |
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Machine Learning: A Probabilistic Perspective K. P. Murphy O'Reilley Publishing (2012) ISBN: 0262018020 |
References:
- A. Clauset, C. R. Shalizi, M. E. J. Newman, "Power-Law Distributions in Empirical Data", SIAM Rev., 51, 661 (2009)
- P. J. Bickel, E. A. Hammel, J. W. O'Connell, "Sex Bias in Graduate Admissions: Data from Berkeley", Science 187, 398 (1975)
- C. B. Do, S. Batzoglou, "What is the expectation maximization algorithm?", Nature Biotechnology 26, 897 (2008)
Lecture Slides:
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Making Sense of Data: Big and Small Jun 1, 2015 |