Free Math/Stats/CS/Physics Course Notes

These are URLs for 73 maths, stats, cs and physics lecture/course notes of varying topics and difficulty. There’s a lot of fun stuff: intro econometrics, advanced data structures, fluid dynamics, control systems, applied category theory and more!

I scraped them from responses to Sam Power’s thread on twitter. A link to the tweet that contained each URL is attached for reference.

The scraping code can be found here.

LinkTweet
https://conferences.mpi-inf.mpg.de/adfocs/material/alina/adaptive-gd-notes.pdfhttps://twitter.com/sam_power_825/status/1431240429639540736
http://pages.stat.wisc.edu/~doksum/STAT709/https://twitter.com/sam_power_825/status/1431240429639540736
https://www.stat.berkeley.edu/~jsteinhardt/stat260/index.htmlhttps://twitter.com/sam_power_825/status/1431240429639540736
https://faculty.math.illinois.edu/~psdey/414CourseNotes.pdfhttps://twitter.com/sam_power_825/status/1431240498233151492
https://homepage.univie.ac.at/christian.schmeiser/Entropy-course.pdfhttps://twitter.com/sam_power_825/status/1431240498233151492
http://www.it.uu.se/research/systems_and_control/education/2017/smc/SMC2017.pdfhttps://twitter.com/sam_power_825/status/1431240498233151492
https://www.overleaf.com/project/5d9629dba7445500019f8f0ahttps://twitter.com/sam_power_825/status/1431240608061005827
https://documents.epfl.ch/groups/i/ip/ipg/www/2017-2018/Statistical_Physics_for_Communications_and_Computer_Science/statphys.pdfhttps://twitter.com/sam_power_825/status/1431240608061005827
https://sphinxteam.github.io/EPFLDoctoralLecture2021/https://twitter.com/sam_power_825/status/1431240608061005827
https://courses.cit.cornell.edu/stsci6940/https://twitter.com/sam_power_825/status/1431240608061005827
https://www.stat.berkeley.edu/~songmei/Teaching/STAT260_Spring2021/index.htmlhttps://twitter.com/sam_power_825/status/1431240608061005827
http://web.stanford.edu/class/stats311/lecture-notes.pdfhttps://twitter.com/GuilleAngeris/status/1430975278776344580
https://arxiv.org/abs/0910.3129https://twitter.com/tarunchitra/status/1430975491587002372
https://web.math.princeton.edu/~rvan/APC550.pdfhttps://twitter.com/SebastianSchmon/status/1430976555459678212
https://www.jmilne.org/math/CourseNotes/index.htmlhttps://twitter.com/SegolNimrod/status/1430977477946585089
https://kconrad.math.uconn.edu/blurbs/https://twitter.com/SegolNimrod/status/1430978501847437313
http://www.statslab.cam.ac.uk/~nickl/Site/__files/stat2013.pdfhttps://twitter.com/SebastianSchmon/status/1430978124011954185
https://www.stat.umn.edu/geyer/f05/8931/n1998.pdfhttps://twitter.com/SebastianSchmon/status/1430978124011954185
https://courses-archive.maths.ox.ac.uk/overview/undergraduatehttps://twitter.com/BlindMath/status/1430978274491047955
http://www.math.toronto.edu/mein/teaching/lectures.htmlhttps://twitter.com/JeremyLanePhD/status/1430978729329766402
https://www.math.uni-potsdam.de/en/professuren/geometry/teaching/lecture-noteshttps://twitter.com/PenelopeArkadia/status/1430980055346388996
https://kyng.inf.ethz.ch/courses/AGAO21/agao21_script.pdfhttps://twitter.com/_acassis/status/1430980172610670600
https://www.dropbox.com/s/9ck2p07mibvwrmg/main.pdfhttps://twitter.com/_acassis/status/1430980172610670600
https://ocw.mit.edu/courses/economics/14-382-econometrics-spring-2017/https://twitter.com/gmmengineer/status/1430982131937857541
http://engr207b.stanford.edu/lectures.htmlhttps://twitter.com/caglar_ee/status/1430982098077298699
https://www.cs.toronto.edu/~rgrosse/courses/csc2541_2021/https://twitter.com/ivn_finaev/status/1430982959792807944
https://www.ceremade.dauphine.fr/~cardaliaguet/MFG20130420.pdfhttps://twitter.com/DanteKalise/status/1430983105293213700
https://math.berkeley.edu/~evans/control.course.pdfhttps://twitter.com/DanteKalise/status/1430983105293213700
https://www.stat.berkeley.edu/users/aldous/RWG/book.htmlhttps://twitter.com/xwrxwrxwr/status/1430983616796839938
https://canzani.web.unc.edu/documents/https://twitter.com/xwrxwrxwr/status/1430983616796839938
https://yao-lab.github.io/book_datasci/https://twitter.com/xwrxwrxwr/status/1430983616796839938
https://pages.uoregon.edu/ddugger/hocolim.pdfhttps://twitter.com/adittyachaudhu1/status/1430984746155143170
http://www.damtp.cam.ac.uk/user/tong/teaching.htmlhttps://twitter.com/successar_nlp/status/1430984873334874115
https://staff.fnwi.uva.nl/b.j.k.kleijn/book.pdfhttps://twitter.com/SebastianSchmon/status/1430985964185432069
https://www.math.toronto.edu/aretakis/General%20Relativity-Aretakis.pdfhttps://twitter.com/AbbresciaLeo/status/1430997586870104064
http://www.disconzi.net/Research/MITSummer2018/Boston_notes.pdfhttps://twitter.com/AbbresciaLeo/status/1430997586870104064
https://arxiv.org/pdf/0811.0354.pdfhttps://twitter.com/AbbresciaLeo/status/1430997586870104064
http://web.stanford.edu/class/stats311/lecture-notes.pdfhttps://twitter.com/james_r_lucas/status/1431009993298427904
http://timroughgarden.org/w15/l/w15.pdfhttps://twitter.com/james_r_lucas/status/1431009993298427904
http://www.statslab.cam.ac.uk/~rrw1/oc/oc2016.pdfhttps://twitter.com/james_r_lucas/status/1431009993298427904
https://erdogdu.github.io/csc2532/https://twitter.com/james_r_lucas/status/1431010300745158669
https://parameterfree.com/lecture-notes-on-online-learning/https://twitter.com/ChadScherrer/status/1431014865636712451
https://optimaltransport.github.io/slides-peyre/CourseOT.pdfhttps://twitter.com/ChadScherrer/status/1431014865636712451
https://dec41.user.srcf.net/notes/https://twitter.com/BrynElesedy/status/1431031594387640320
https://www.math.ucla.edu/~tao/247a.1.06f/https://twitter.com/ethanepperly/status/1431034081152626691
https://www.math.ucla.edu/~tao/247b.1.07w/https://twitter.com/ethanepperly/status/1431034081152626691
http://www.stat.cmu.edu/~cshalizi/754/https://twitter.com/TyrelStokes/status/1431052990153203712
https://www.feynmanlectures.caltech.edu/info/https://twitter.com/scottdwitt/status/1431063267141505024
http://incompleteideas.net/book/the-book-2nd.htmlhttps://twitter.com/bionelsongon/status/1431088185870802946
http://denebola.if.usp.br/~jbarata/Notas_de_aula/capitulos.htmlhttps://twitter.com/consolelipe/status/1431095375260229634
http://www.math.tifr.res.in/~publ/ln/index.htmlhttps://twitter.com/the_meursault_/status/1431133355270017025
http://math.stanford.edu/~vakil/216blog/FOAGnov1817public.pdfhttps://twitter.com/hnryjmes/status/1431135708622770177
http://theory.caltech.edu/~preskill/ph229/https://twitter.com/hnryjmes/status/1431136397927325697
https://isn.ucsd.edu/courses/beng260/complab/week2/Cosma_Evers_2010.pdfhttps://twitter.com/uPicchini/status/1431155605327208449
https://statweb.stanford.edu/~owen/mc/https://twitter.com/uPicchini/status/1431155605327208449
http://www2.imm.dtu.dk/pubdb/edoc/imm3274.pdfhttps://twitter.com/uPicchini/status/1431155605327208449
http://www.stat.yale.edu/~yw562/teaching/it-stats.pdfhttps://twitter.com/ccanonne_/status/1431160268151672833
https://web.stanford.edu/~boyd/cvxbook/bv_cvxslides.pdfhttps://twitter.com/JoanaGrah/status/1431181466143232002
http://courses.csail.mit.edu/6.851/spring21/https://twitter.com/debasishg/status/1431193088618291207
http://brendanfong.com/fong_spivak_an_invitation.pdfhttps://twitter.com/jdfoster_esq/status/1431204034480795652
http://cs-www.cs.yale.edu/homes/spielman/sagt/https://twitter.com/marc_lelarge/status/1431204760007413762
https://geometricdeeplearning.com/https://twitter.com/saforem2/status/1431208374075543556
https://statweb.stanford.edu/~imj/GE_09_16_19.pdfhttps://twitter.com/correlatedspike/status/1431211160863338497
https://cims.nyu.edu/~cfgranda/pages/OBDA_fall17/schedule.htmlhttps://twitter.com/irfnali1/status/1431212518576431106
https://deep-learning-drizzle.github.io/https://twitter.com/slowkow/status/1431245937574350851
https://www.physics.harvard.edu/events/videos/Phys253https://twitter.com/betsythedevine/status/1431272590656540672
https://economics.mit.edu/files/4621https://twitter.com/HappyAar/status/1431287516448141314
http://websites.math.leidenuniv.nl/probability/lecturenotes/CouplingLectures.pdfhttps://twitter.com/thomasahle/status/1431310432707518464
https://charlieludowici.com/posts/2021-08-27-Lecture-Notes/https://twitter.com/CharlieLudowici/status/1431431225567166469
http://people.eecs.berkeley.edu/~jordan/courses/281B-spring04/lectures.htmlhttps://twitter.com/CharlieLudowici/status/1431431410296909828
https://gordanz.github.io/M362M/intro.htmlhttps://twitter.com/ipsumkyle/status/1431677245987434500
https://www.damtp.cam.ac.uk/user/tong/statphys.htmlhttps://twitter.com/pradyu_singh/status/1431809225894862848