LearnIt/Learn it Site on One Page
Contents Edit
Educational level: this is a tertiary (university) resource. |
Subject classification: this is a mathematics resource. |
Subject classification: this is a physics resource. |
"Learn it!" is a project dedicated to collecting of high quality online learning resource links (MOOC, youtube video lecture courses) in various subjects (primarily natural sciences and software engineering). Our primary interest is videos of complete lecture courses.
Level - undergraduate and graduate. Target audience - higher education students and adult learners.
opt: We are a project about your topic of study or knowledge that anyone, including you, can contribute to. We do not create new learning materials on these pages, but rather collect references to quality online and offline existing resources on specific topics. Today, when online video lectures, MOOC courses, free e-books and books are abundant, we help each other to find them and to select most valuable of them.
You can see This Site On One Page
Mathematics Edit
- Mathematics
- Mathematics for Physics (advanced stuff)
Physics Edit
- General Physics
- Analytical Mechanics, Relativity, Classical Field Theory
- Quantum Mechanics
- Quantum Field Theory
- Other Physics Topics (thermodynamics, cosmology)
Perimeter PSI Program Edit
Software Engineering Edit
- Concurrent Programming
- Distributed Programming
- Functional Programming
- Machine Learning and AI
- Algorithms
- Operational Systems
- Linux
- Networking Protocols
- Programming Languages (java, scala, python, etc.)
- Data Base Management Systems
Philosophy Edit
All LearnIt Project Content Edit
These pages are for archiving and printing
Links Edit
Open educational platforms Edit
- MOOCs: [coursera], [edX], [udacity] [futurelearn], [academicearth], [complexityexplorer]
- OCW: [Stanford], [MIT], [Yale], [Berkeley], [Perimeter & PSI] [UCI]
Other catalogs of educational resources Edit
Mathematics Edit
Calculus Edit
- Advanced Calculus [link]
Linear Algebra Edit
- Linear algebra - Gilbert Strang, MIT [link]
Differential Equations Edit
- Differential eqiations, MIT [link]
- https://www.edx.org/course/introduction-differential-equations-bux-math226-1x
- https://www.edx.org/course/linear-differential-equations-bux-math226-2x
- https://www.edx.org/course/nonlinear-differential-equations-order-bux-math226-3x
Algebra Edit
- Lie Groups and Lie Algebras - PI & PSI, ... [link] (with a particular focus on physics, though)
Differential Geometery Edit
- Tensor Calculus and the Calculus of Moving Surfaces - P. Grinfield [link] (todo: much more stuff is on his channel)
Functional Analysis Edit
https://youtube.com/playlist?list=PLUl4u3cNGP63micsJp_--fRAjZXPrQzW_&si=VPKXWHeCyQm3t2kN
- none
Other Edit
- The Fourier Transforms and its Applications, Stanford, [link]
- Math history [link]
- Differential topology - J.W. Milnor [link]
- Topology & Geometry by Dr Tadashi Tokieda [link]
Links Edit
youtube channels with math lectures
- [MathTheBeautiful] - youtube channel of Pavel Grinfeld with his many lectures
- [James Cook]
- [Professor Leonard]
- [LeonardEuler1]
- [Winston Ou]
Mathematics for Physics Edit
General Physics Edit
- Physics - W. Lewin [site1] [site2 - better quality]
- Part I - Classical Mechanics [link] [better quality link] [help sessions]
- Part II - Electricity and Magnetism [link]
- Part III - Vibrations and Waves [link]
- Fundamentals of Physics - Prof. R. Shankar, Yale [link]
- Basic Physics, UCI
Others
- Electromagnetism, Robert de Mello Koch, AIMS [link] - a bit more advanced than a general physics level
Analytical Mechanics and Classical Field Theory Edit
Analytical Mechanics Edit
- L. Susskind, Classical Mechanics (theoretical minimum series) - Stanford [link]
- V. Balakrishnan, Classical Physics, IITM, NPTEL [link]
- https://nptel.ac.in/courses/115/103/115103115/
- Alexander Maloney
- Classical Mechanics : From Newtonian to Lagrangian Formulation by Prof. Debalmalya Banerjee https://www.youtube.com/playlist?list=PLq-Gm0yRYwTjpY9BlDxFGNXIaQJIOQRdo
- Goldstein Classical Mechanics Lectures by Prof. Jacob Linder https://www.youtube.com/playlist?list=PLoRUNeJAicqbQPmKv3HNBIlcydy0CAI7k
- https://cosmolearning.org/courses/classical-lagrangian-mechanics/
Classical Field Theory Edit
- Classical Field Theory, S.Govindarajan, IITM, NPTEL [link]
- Electromagnetic Theory II, A. Baykal, METU [link]
General Relativity Edit
- Prof. Hamber, Einstein's General Relativity and Gravitation - UCI [link]
- Frederic P Schuller, Lectures on general relativity [link] + tutorials [link]
- E. Akhmedov, Introduction into General Theory of Relativity - HSE, coursera [link] (new)
- Ruth Gregory, Gravitational Physics Review - PSI [link]
- Alexander Maloney
- Alex Flournoy, General Relativity, Colorado School of Mines [link]
Quantum Mechanics Edit
Quantum Mechanics Edit
QM Video Courses Edit
- D.Miller, Quantum Mechanics for Scientists and Engineers -I,II - Stanford [QMSE-1, QMSE-2]
- MIT Quantum Physics - I,II,III (8.04, 8.05, 8.06)
- A. Adams, Quantum Physics I - [8.04 2013]
- B.Zwiebac, Quantum Physics I - [8.04 2016],
- B.Zwiebac, Quantum Physics II - [8.05 2013], also [8.05 at edx.org]
- B.Zwiebac, Quantum Physics III - [8.06 2018], also edx.org [todo]
- Exploring Quantum Physics - University of Maryland, coursera.org [link]
- Quantum Mechanics -- V.Balakrishnan, IITM, NPTEL [link1, link2]
- Leonard Susskind, "The theoretical minimum" series [Quantum Mechanics, Advanced Quantum Mechanics, Quantum Entanglement]
- Quantum Mechanics - J.J. Binney, Oxford, [link]
- Quantum Theory - Perimeter & PSI, Malcolm Perry [2009], Ben Schumacher [2010], Adrian Kent [2011], Joseph Emerson [2012, 2013, 2014]
- Quantum Mechanics I - S. Lakshmi Bala, IITM, NPTEL [link]
- Quantum Mechanics and Applications - A.Ghatak, IITD, NPTEL [link]
- Lectures on Quantum Theory - F. Schuller [link]
- Quantum Mechanics for Everyone - J. Freericks, GU & edX [link]
- Alexander Maloney graduate course
- Dr. Muhammad Sabieh Anwar
- Giuseppe Santoro - Advanced Quantum Mechanics [link]
- Quantum Mechanics by "viascience" [link]
QM Textbooks Edit
- Cohen-Tannoudji, Shankar
Discussions Edit
- What are some good resources for learning Quantum Mechanics (quora.com)
- Best textbook for quantum mechanics (physcisforums.com)
Advanced QM Video Courses Edit
- "Introduction to Quantum Optics", LMU, Coursera [link]
- "Quantum Mechanics I,II" -- N.Kemal PAK, METU [part 1] [part 2]
- "Atomic and optical physics I, II", MIT [8.421, 8.422, also 8.421 at edx.org]
- Advanced quantum theory, Tobias Osborne [link]
- Theory of quantum noise and decoherence - Tobias Osborne [link]
Quantum Information Video Courses Edit
- Quantum Mechanics and Quantum Computation, Berkley University, edx.org [link] [youtube]
- Quantum Information, Perimeter, Andrew Childs [2013], Daniel Gottesman [2014] [link2]
- MIT Quantum Information Science 8.370 [1] [2] [3]
- MIT Quantum Information Science 8.371 [1] [2] [3]
- The Hardware of a Quantum Computer [link]
- Architecture, Algorithms, and Protocols of a Quantum Computer and Quantum Internet [link]
- Quantum Cryptography [link]
- Quantum machine learning, Peter Wittek, University of Toronto [link]
- The Introduction to Quantum Computing by Saint Petersburg State University [link]
QM Foundations Edit
QM Foundations Video Courses Edit
- "Foundations of Quantum Mechanics" - Florian Marquardt [link]
- "Foundations of Quantum Mechanics" - Perimeter, R. Spekkens [2009, 2010, 2011, 2012], L. Hardy [2013, 2014]
- "Foundations and Interpretation of Quantum Theory" - Perimeter [2010-1, 2010-2]
- "Interpretation of Quantum Theory" - Perimeter [2005]
- Theory of quantum noise and decoherence - Tobias Osborne [link]
QM Foundations Books Edit
- Quantum Paradoxes. Y.Aharonov, D.Rohrlich
- Do We Really Understand Quantum Mechanics? F.Laloë
- The Quantum Challenge. Modern Research on the Foundations of Quantum Mechanics. G.Greenstein, A.G.Zajonc
Quantum Field Theory Edit
- see LearnIt QFT page
Quantum Field Theory Edit
Introductory level Edit
- The Discovery of the Higgs Boson, Edinburgh University [link] (somewhere popular, not a regular studying course)
- Leonard Susskind, Advanced QM and Particle Physics [ Adv, P1, P2, P3 ]
- Alex Flornoy, Particle physics, Colorado School of Mines [link]
- Muhammad S. Anwar, Introduction to Quantum Field Theory - Physlab, Pakistan [link not available]
Relativistic QM Edit
(also considered as introductory level QFT)
- Apoorva D Patel, Relativistic Quantum Mechanics [link]
- Ennio Gozzi, Relativistic Quantum Mechanics
QFT General Level Courses Edit
- Sidney R. Coleman [link] + lecture notes [link ]
- Tobias Osborne, Quantum field theory [link], Advanced Quantum Field Theory [link]
- David Tong [author's site] [youtube] [movie with slides]
- Kevin Cahill [link1] [link2]
- Markus Luty [link]
- Prasanta Tripathy [link]
- Tim Evans [broken link]
- QFT 1, QFT 2, Perimeter, PSI [link]
- Herman Nicolai, CERN [link]
- Erik Verlinde, Introduction to QFT, CERN [link]
- A list of other CERN QFT lectures [infocobuild/QFT-CERN]
- Alexander Maloney QFT-1 [2014] [2015] (any others?)
- Alexander Maloney QFT-2 [2015] (any others?)
- The Standard Model (Paul Langacker @PSI 2013) https://www.youtube.com/playlist?list=PLNhSjK9aGXjq22HAdhjMdJM3Ig4KdLayP
QFT Books Edit
- An Interpretive Introduction to Quantum Field Theory
- How Is Quantum Field Theory Possible?
- The Conceptual Framework of Quantum Field Theory
- Conceptual Foundations of Quantum Field Theory
- Gauge Theories in Particle Physics: A Practical Introduction
Other Physics Topics Edit
Statistical Mechanics and Thermodynamics Edit
- John Preskill - Physics 12c Statistical Mechanics [link]
- Nonlinear Dynamics and Chaos - Steven Strogatz, Cornell University [link]
- https://www.coursera.org/learn/statistical-thermodynamics
- https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-050j-information-and-entropy-spring-2008/videos-homework-and-readings/
Cosmology Edit
Concurrent Programming Edit
Selected stuff (Books) Edit
There are too many platforms and languages with multithreading support. Let's first of all bring here the books which matter, rather than yet another boring platform-specific manual.
- "The Little Book of Semaphores", Allen B. Downey [get free] -- good for acquiring an intuition on solving of basic (and not so basic) synchronization problems using old good semaphores.
- "The Art of Multiprocessor Programming", Maurice Herlihy, Nir Shavit [amazon] -- this book is mostly dedicated to the lock-free synchronization and other advanced topics rather than basic synchronization methods.
- Any good book on condvars?
Frameworks? Edit
OpenMP, MPI, TBB, TPL, Cilk, Cilk plus, OpenCL, PPL, ParaSail, GCD, fork/join, AMP, CnC, PBB, ArBB, PPL
Platform and language specific stuff. Edit
Distributed Programming Edit
Video Courses Edit
Functional Programming Edit
- Inroduction to functional programming https://courses.edx.org/courses/course-v1:DelftX+FP101x+3T2015/info
- Category theory foundations https://www.youtube.com/watch?v=ZKmodCApZwk
Machine Learning and AI Edit
Under Construction. Please do not introduce your additions/changes until the initial construction phase is finished. |
Algorithms Edit
Under Construction. Please do not introduce your additions/changes until the initial construction phase is finished. |
Operational Systems Edit
Linux Edit
User Edit
- Linux Fundamentals, Prof. Dan Alberghetti [link]
Admin Edit
User Space API Edit
Kernel Edit
Drivers Edit
Networking Protocols Edit
Video Courses Edit
- Introduction to Computer Networking, Stanford [link]
- https://www.udacity.com/course/progress#!/c-ud436
- https://www.coursera.org/learn/computer-networking
Programming Languages Edit
This page is either for interesting languages or interesting resources. Please no yet another "learn smth in # days". Good introductory courses are still welcome. Preferably, no materials for beginners like "smth as your first language".
C# Edit
clojure Edit
F# Edit
erlang Edit
- https://www.youtube.com/watch?v=9uIhawQ1G0I
- http://www.infoq.com/presentations/joe-armstrong-erlang-qcon08
- http://www.cs.kent.ac.uk/ErlangMasterClasses/
- https://www.futurelearn.com/courses/concurrent-programming-erlang
go Edit
Haskell Edit
- https://compscicenter.ru/courses/func-prog/2015-spring/
- https://onlinecourses.nptel.ac.in/noc15_cs13/course
- Microsoft Channel 9
- Some singular presentations
- A taste of Haskell - Simon Peyton Jones
- Adventure with Types in Haskell - Simon Peyton Jones
- Parallel and concurrent programming in Haskell https://www.youtube.com/watch?v=lqG3mURwUxo
java Edit
- https://www.edx.org/course/introduction-programming-java-part-1-uc3mx-it-1-1x-0
- https://www.edx.org/course/introduction-java-programming-part-1-hkustx-comp102-1x
javascript Edit
lisp Edit
ocaml Edit
python Edit
ruby Edit
scala Edit
scheme Edit
- Video Lectures by Hal Abelson and Gerald Jay Sussman [link]
Swift Edit
- Building Better Apps with Value Types in Swift - Apple WWDC 2015 - https://www.youtube.com/watch?v=av4i3x-aZbM
- Protocol-oriented Programming in Swift - Apple WWDC 2015 https://www.youtube.com/watch?v=g2LwFZatfTI
- Understanding Swift Performance - Apple WWDC 2016 https://www.youtube.com/watch?v=9By9KLs51Dc