
Machine learning
by Stephen Marsland · first published 2009
6mentions
5recommended by
6HN commenters
2009–2014first – last mentioned
83% recommend17% neutral
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"Machine Learning: An Algorithmic Perspective" by Stephen Marsland is very good if you want to see the ideas in code and if you're not mathematically ready for hastie or bishop. http://seat.massey.ac.nz/personal/s.r.marsland/MLBook.html
on “Ask HN: I want to learn statistics and data mining” ↗To get the spirit of many of these techniques with practical examples in python using numpy/scipy check out the book "Machine Learning: An Algorithmic Perspective" by Stephen Marsland. It doesn't have the mathematical depth or proofs found in these other books, but the code is decent and will get you started doing some basic data analysis.…
on “Learning About Statistical Learning” ↗I'd like to add that Stephen Marsland's 'Machine Learning: An Algorithmic Perspective' is a new book in the same practical/introductory class. The code is mostly numpy. http://www-ist.massey.ac.nz/smarsland/MLbook.html
on “O'Reilly discounts: machine learning, nltk, hadoop, sql, nosql, aws and appeng” ↗What I have in the room with me: 1. Modern Algebra by John R. Durbin 2. Introduction to the Theory of Computation by Michael Sipser 3. Machine Learning - An Algorithmic Perspective by Stephen Marsland (not quite on the same level as the above two, but still pretty solid) I think Tanenbaum's Operating System and Appel's Compilers books both go in this…
on “Kindle and Nook readers bash high e-book pricing with angry one-star reviews” ↗You can check out Machine Learning: An Algorithmic Perspective by Stephen Marsland[0] which takes a less math-driven approach to ML. The code is available online if you want to take a look at it (it's written in Python)[1]. [0]: http://www.crcpress.com/product/isbn/9781420067187…
on “Deep Learning for NLP without Magic (2013)” ↗…majors do for first 2 years, plus probability/stats: https://www.seas.harvard.edu/courses/cs281/#schedule http://www.zipfianacademy.com/blog/post/46864003608/a-practi... http://fastml.com/math-for-machine-learning/ ________ the general purpose programming languages mostly used are python, C++, java, and the statistical languages include R, matlab. there's lots of good threads at /r/machineLearning, including…
on “Ask HN: Can I get into machine learning research after getting my medical degree?” ↗