Useful Links

List of various programming/economics/econometrics-related links that I use often / public bookmarks system.

Metrics / Statistics

OCW Metrics http://ocw.mit.edu/courses/economics/14-30-introduction-to-statistical-methods-in-economics-spring-2009/lecture-notes/

Intro Stats + programming tools http://stat545.com/topics.html

Intro Stat + Logic http://www.stat.berkeley.edu/~stark/SticiGui/Text/index.htm

Nonlinear Metrics http://web.stanford.edu/~doubleh/condensedcourse/

Text Mining http://www-stat.wharton.upenn.edu/~stine/mich/

Modern Regression http://www.stat.cmu.edu/~cshalizi/mreg/15/

Statistical Computing http://www.stat.cmu.edu/~cshalizi/statcomp/14/

Bayes http://m-clark.github.io/documents/

RDD https://sites.google.com/site/aie38rdd/

GLM http://data.princeton.edu/wws509/notes/#

Engineering Statistics http://www.itl.nist.gov/div898/handbook/index.htm

Andrew Ng - http://cs229.stanford.edu/materials.html

http://mlss.tuebingen.mpg.de/2013/speakers.html

http://www.dataschool.io/15-hours-of-expert-machine-learning-videos/

Tibsharani/Hastie lectures: https://www.youtube.com/channel/UC4OWDcPB1peiBXDfCSZ3h-w/playlists?view=1&shelf_id=0&sort=dd

Math

Martin Osborne - Math for economists http://mjo.osborne.economics.utoronto.ca/index.php/tutorial/index/1/toc

KC Border - Mathematical Economics Notes - http://people.hss.caltech.edu/~kcb/Notes.shtml

Arne Hallam - lecture notes - http://www2.econ.iastate.edu/faculty/hallam/

Paul Schrimpf - lecture notes - Math for Economists http://faculty.arts.ubc.ca/pschrimpf/526/526.html

Paul Schweinzer - Notes - https://goo.gl/stt6Gq

Stephen Miller - Takeaways from undergraduate math classes - https://web.williams.edu/Mathematics/sjmiller/public_html/takeaways/TakeAwaysAllClasses.pdf

Amol Sasane - Notes - http://personal.lse.ac.uk/sasane/

Paul Dawkins - Notes http://tutorial.math.lamar.edu/

Programming/Software

Programming Chrestomathy sites (i.e. same basic tasks in many different languages)

Misc CS Resources https://docs.google.com/spreadsheets/d/1BD8BJJUNaX63m2QmySWMGDp71nx4W4MyyiIBlfMoN3Q/htmlview?sle=true#

Programming for Economists http://www.wiwi.uni-bonn.de/gaudecker/teaching/prog_econ_slides.html#prog-econ-slides

Git tutorial http://kbroman.org/github_tutorial/

Unix book http://seankross.com/the-unix-workbench/

Powershell/CMD/Bash documentation https://ss64.com/

R

Github R 1 https://github.com/rstudio/RStartHere

Github R 2 https://github.com/qinwf/awesome-R

R ML https://github.com/ledell/useR-machine-learning-tutorial

HPC https://cran.r-project.org/web/views/HighPerformanceComputing.html

R for data science http://r4ds.had.co.nz/introduction.html

Efficient R https://csgillespie.github.io/efficientR/

R documentation search http://rseek.org/

http://www.rdocumentation.org/

http://r-statistics.co/R-Tutorial.html

R Cheatsheets https://www.rstudio.com/resources/cheatsheets/

Time Series in R - (http://www.stat.pitt.edu/stoffer/tsa4/R_toot.htm)

Haskell

http://learnyouahaskell.com/chapters

Python

Python for econometrics https://www.kevinsheppard.com/Python_for_Econometrics

Scipy http://interactivepython.org/courselib/static/thinkcspy/

Scientific Python http://fperez.org/py4science/starter_kit.html

Econ Python https://lectures.quantecon.org/py/index.html

Pandas http://synesthesiam.com/posts/an-introduction-to-pandas.html

Think python http://greenteapress.com/thinkpython/html/index.html

Automate the boring stuff https://automatetheboringstuff.com/

Stata

UCLA IDRE https://stats.idre.ucla.edu/stata/

Cheatsheets https://geocenter.github.io/StataTraining/portfolio/01_resource/

Stata for almost-big data http://www.nber.org/stata/efficient/

Misc-stata - http://www.econometricsbysimulation.com/p/stata.html

Mata the missing manual http://www.stata.com/meeting/uk10/UKSUG10.Gould.pdf

More mata http://jasoneichorst.com/wp-content/uploads/2012/01/BeginMatrix.pdf

TeX

https://www.sharelatex.com/learn/Main_Page

https://en.wikibooks.org/wiki/LaTeX/Mathematics

http://web.ift.uib.no/Teori/KURS/WRK/TeX/symALL.html

Misc

Systems graphics tool http://ncase.me/loopy/

Other Econ References

Theory

Ben Hermalin’s micro theory notes http://faculty.haas.berkeley.edu/hermalin/LectureNotes201b_v5.pdf

Game Theory https://class.coursera.org/gametheory2-003/wiki/syllabus

Organisation Economics Syllabus http://pareto-optimal.com/mecs-475-organizational-economics/

Health Economics

Einav Graduate Health Econ Syllabus http://web.stanford.edu/~leinav/teaching/econ249/syllabus.pdf

Economic History

Delong and Eichgreen Economic History Syllabus http://eml.berkeley.edu/~webfac/eichengreen//e210a_sp14/210a_syl_sp16_1-13-16_FINAL.pdf

Pseudoerasmus Economic History reading list https://pseudoerasmus.com/economic-history-books/

Inequality

http://inequalityresearch.net/

Development Economics Data

Dev Econ Data http://devecondata.blogspot.com/ Markus Eberhardt’s list https://sites.google.com/site/medevecon/development-economics