Python library for mathematical computing.īuilds on NumPy with additional scientific computing facilities. Instructions for using eclipse and PyDev as an IDE.Instructions for using Pythonbrew to install python and work with IEP on MacOSX (includes installation of matplotlib).Mac OS X Lion/Mountain Lion instructions using homebrew.Spyder another multiplatform Python IDE.IEP open source multiplatform Python IDE.Canopy Express a multi-platform complete install of python, from Enthought.P圜harm multiplatform, full featured IDE free Community Edition.Getting started with numpy arrays (11 short (~6min) videos) Pattern Recognition and Machine Learning by Christopher Bishop. Gaussian Processes for Machine Learning by Carl Rasmussen and Christopher Williams.īook page, including complete pdf, of the very good Rasmussen and Williams text. book, available for free online.įoundations of Data Science by Avrim Blum, John Hopcroft and Ravindran Kannan.Īvailable through John Hopcroft's website. The Elements of Statistical Learning by Trevor Hastie, Robert Tibshirani and Jerome Friedman. Available free online.ĭoing Bayesian Data Analysis (Second Edition) by John Kruschke. On foundations of modern neural networks.
(ISLR) An Introduction to Statistical LearningĪdditional Text Resources (will reference some content)ĭeep Learning by Ian Goodfellow, Yoshua Bengio and Aaron Courville.You can access an electronic version of the book from (FCML) A First Course in Machine Learning - Second Edition.Links Assignment Submission Instructions Course Texts
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