# Strange way of testing for vortex... # #ifdef NON_VORTEX TITLE: Overview of course material: Computational Physics TOC: off # #else TITLE: Overview of course material: Data Analysis and Machine Learning AUTHOR: "Morten Hjorth-Jensen":"http://mhjgit.github.io/info/doc/web/" at Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University, USA & Department of Physics, University of Oslo, Norway # #endif <% pub_url = 'https://compphysics.github.io/MachineLearning/doc/pub' published = ['Statistics', 'Regression', 'Bayesian', 'NeuralNet',] chapters = { 'Statistics': 'Monte Carlo methods and elements of probability theory', 'Regression': 'Linear regression and beyond', 'Bayesian': 'Elements of Bayesian theory', 'NeuralNet': 'Neural Networks', } %> <%def name="text_types(name)"> * LaTeX PDF: * For printing: * "Standard one-page format": "${pub_url}/${name}/pdf/${name}-minted.pdf" * For screen viewing: * "standard Beamer format": "${pub_url}/${name}/pdf/${name}-beamer.pdf" * HTML: * "Plain html": "${pub_url}/${name}/html/${name}.html" * "reveal.js beige slide style": "${pub_url}/${name}/html/${name}-reveal.html" * "Bootstrap slide style, easy for reading on mobile devices": "${pub_url}/${name}/html/${name}-bs.html" * iPython notebook: * "ipynb file": "${pub_url}/${name}/ipynb/${name}.ipynb" <%def name="slide_types(name)"> The teaching material is produced in various formats for printing and on-screen reading. !split !bwarning The PDF files are based on LaTeX and have seldom technical failures that cannot be easily corrected. The HTML-based files, called ``HTML'' and ``ipynb'' below, apply MathJax for rendering LaTeX formulas and sometimes this technology gives rise to unexpected failures (e.g., incorrect rendering in a web page despite correct LaTeX syntax in the formula). Consult the corresponding PDF files if you find missing or incorrectly rendered formulas in HTML or ipython notebook files. !ewarning % for ch in published: ===== ${chapters[ch]} ===== ${text_types(ch)} % endfor !split ===== New for Fall 2017: teach yourself C++ ===== * HTML format only: * "Bootstrap slide style, easy for reading on mobile devices": "http://compphysics.github.io/ComputationalPhysics/doc/pub/learningcpp/html/learningcpp-bs.html" !split ===== Projects Fall 2017 ===== === Project 1 === * LaTeX and PDF: * "LaTex file":"http://compphysics.github.io/ComputationalPhysics/doc/Projects/2017/Project1/pdf/Project1.tex" * "PDF file":"http://compphysics.github.io/ComputationalPhysics/doc/Projects/2017/Project1/pdf/Project1.pdf" * HTML: * "Plain html":"http://compphysics.github.io/ComputationalPhysics/doc/Projects/2017/Project1/html/Project1.html" * "Bootstrap slide style, easy for reading on mobile devices": "http://compphysics.github.io/ComputationalPhysics/doc/Projects/2017/Project1/html/Project1-bs.html" * iPython notebook: * "ipynb file": "http://compphysics.github.io/ComputationalPhysics/doc/Projects/2017/Project1/ipynb/Project1.ipynb" ===== Basic Syllabus ===== !bblock To be filled in !eblock ===== Additional literature ===== !bblock More to come !eblock