Online Academic and Standard Resources
Standard Scientific Data
Mathematics
- Abramowitz and Stegun. Handbook of Mathematical Functions
- NIST Digital Library of Mathematical Functions
- Wolfram MathWorld
- Encyclopeida of Methematics
- Cornell University Computational Optimization Open Textbook
Physics
Free textbooks
Free online book sources
Cambridge University Press Open
American Institute of Mathematics
Mathematics
| Author | Title | Publiser | Publish Year |
|---|---|---|---|
| Victor Shoup | A Computational Introduction to Number Theory and Algebra | Cambridge University Press | 2008 |
| Richard Hammack | BOOK OF PROOF | 2018 | |
| Thomas W. Judson, Robert A. Beezer | Abstract Algebra: Theory and Applications | University of Puget Sound | 2021 |
| NIST Digital Library of Mathematical Functions |
See online mathematics textbooks for further books.
Physics
David Tong’s lecture series
Dr. Tong is a theoretical physicist at Cambridge university. He opened all lecture materials and problems on his site.
List of open materials by David Tong.
- Classical Mechanics
- Electromagnetism
- Quantum Mechanics
- Condensed Matter
- Fluid Mechanics
- Statistical Physics
- Gravitation and Cosmology
- Quantum Field Theory
- Supersymmetry and String Theory
Classic Physics
| Author | Title | Publiser | Publish Year |
|---|---|---|---|
| Cerald Jau Sussman and Jack Wisdom | Structure and Interpretation of Classical Mechanics | MIT Press |
Astrophysics
http://carina.fcaglp.unlp.edu.ar/extragalactica/Bibliografia/Ryden_IntroCosmo.pdf
| Author | Title | Publiser | Publish Year |
|---|---|---|---|
| Barbara Ryden | Structure and Interpretation of Classical Mechanics | 2006 |
Quantum computer and information
| Author | Title | Publiser | Publish Year | Link |
|---|---|---|---|---|
| Andy Matuschak & Michael Nielsen | Quantum computing for the very curious | |||
| – | Qsikit Textbook |
Computer Science
| Author | Title | Publiser | Publish Year | Link |
|---|---|---|---|---|
| Michael Nielsen | Neural Networks and Deep Learning | |||
| Ian Goodfellow, Yoshua Bengio and Aaron Courville | Deep Learning | MIT Press | 2016 | |
| Kevin Patrick Murphy | Machine Learning: A Probabilistic Perspective | MIT Press | 2012 | |
| Kevin Patrick Murphy | Probabilistic Machine Learning: An Introduction | MIT Press | 2021 | |
| Kevin Patrick Murphy | Probabilistic Machine Learning: Advanced Topics | MIT Press | 2022 | |
| Florian Jaton | The Constitution of Algorithms: Ground-Truthing, Programming, Formulating | MIT Press | 2021 | |
| Mehryar Mohri, Afshin Rostamizadeh and Ameet Talwalkar | Foundations of Machine Learning, Second Edition | MIT Press | ||
| Richard S. Sutton and Andrew G. Barto | Reinforcement Learning, Second Edition | MIT Press | ||
| Divakar Viswanath | Scientific Programming and Computer Architecture | MIT Press | ||
| Jurg Nievergelt, ETH Zurich Klaus Hinrichs | Algorithms and Data Structures With Applications to Graphics and Geometry | Global Text Project | ||
| Barthe, G., Katoen, J., & Silva, A. (Eds.). | Foundations of Probabilistic Programming | Cambridge University Press | 2020 | |
| Rubel, A., Castro, C., & Pham, A. | Algorithms and Autonomy: The Ethics of Automated Decision Systems | Cambridge University Press | 2021 |
Tools and General Science
|Author|Title|Publiser|Publish Year|Link| |:–:|:–|:–:|:–:|:–:| |Lie, K| An Introduction to Reservoir Simulation Using MATLAB/GNU Octave: User Guide for the MATLAB Reservoir Simulation Toolbox (MRST)|Cambridge University Press|2019| |Jansen, R|Leading your Research Team in Science|Cambridge University Press|2018|
Closed
Not a Free license
Not a Free License but perimitted for academic purpose
- https://dec41.user.srcf.net/notes/
Quantum Informatics and Computing
- Quantum Algorithm Zoo NIST Quantum Informatics Group
- NIST Quantum Information and Computer Science