KennyKangMPC/Awesome-Physics-Programming

😎 ☄️ Collection of the most awesome learning resources on physics programming in the form of videos, tutorials and frameworks.

😎 ☄️ Awesome Physics Programming

Animation by Étienne Jacob

👨‍🎓 Collection of the most awesome learning resources on physics programming in the form of videos, tutorials and frameworks.

Table of Contents

• 🐉 Computer Graphics
• 🧠 Deep Learning
• Quantum Computing
• 🌊 Simulation Programming

🐉 Computer Graphics

• 📺 Physics-Based Differentiable Rendering CVPR 2021 Tutorial

• 📺 Non-Euclidean Rendering Engine for 3D Scenes by CodeParade

• 📖 Game Physics in One Weekend Book Series by Gregory Hodges

🧠 Deep Learning

• 🌐 Physics ∩ ML Virtual Hub

• 📖 Physics-based Deep Learning Book

• 👨‍💻 Nimble: Physics Engine for Deep Learning

• 🌐 The Physics of Energy-Based Models by Patrick Huembeli

• 📺 Machine Learning for Physics and the Physics of Learning

• 🗃️ Physics-based Deep Learning Articles List by Nils Thuerey

• 📺 Machine Learning for Physicists Lectures by Florian Marquardt

• 👨‍💻 Neural Fluid Fields by Towaki Takikawa and Mohammad Mozaffari

• 👨‍💻 Tiny Differentiable Simulator for Reinforcement Learning and Robotics

• 📺 Machine Learning for Computational Fluid Dynamics Lecture by Steve Brunton

Quantum Computing

• 👨‍💻 Quantum Bootcamp Challenges

• 🗃️ Quantum Algorithm Zoo Article List

• 📺 Quantum Machine Learning by Qiskit

• 📺 Intro to Quantum Computing by Kitty Yeung

• 👨‍💻 Quantum Computing Dojo by Amir Ebrahimi

• 👨‍🏫 Quantum Computation Course by Peter Shor

• 👨‍🏫 Quantum Computation Course by John Preskill

• 👨‍🏫 Quantum Computing Course by Steven Herbert

• 👨‍🏫 Quantum Quest by Maris Ozols & Michael Walter

• 👨‍🏫 Quantum Machine Learning Course by Peter Wittek

• 👨‍💻 Quantum Computing with Q# Tutorials by Microsoft

• ✍️ Quantum Algorithms Lecture Notes by Andrew Childs

• 👨‍🏫 Quantum Complexity Theory Course by Scott Aaronson

• 🗃️ Full-Stack Quantum Computation Educational Resources

• 📖 Quantum Algorithm Implementations for Beginners Paper

• 📺 Introduction to Quantum Information Science by Artur Ekert

• 📺 Quantum Computing for the Determined by Michael Nielsen

• 👨‍🏫 Quantum Computing Since Democritus Course by Scott Aaronson

• 🕹️ Quirk: Quantum Circuit Simulator in Your Browser by Craig Gidney

• 📖 Quantum Algorithms for Data Science Book by Alessandro Luongo

• 📺 Quantum Computation and Information Lectures by Ryan O'Donnell

• 👨‍🏫 Quantum Information Science Course by Isaac Chuang and Peter Shor

• 👨‍💻 Quantum Computing with Qiskit Tutorials by Quantum Computing UK

• 📺 Introduction to Quantum Computing and Quantum Hardware by Qiskit

• 📺 Quantum Computing for Computer Scientists Lecture by Andrew Helwer

• 👨‍🏫 Quantum Computing Programming Course by Dan Boneh and Will Zeng

• 👨‍🏫 Quantum Information Science Course by Isaac Chuang and Aram Harrow

• 🕹️ Interactive Introduction to Quantum Computing Blog post by David Kemp

• 📺 Advanced Topics in Quantum Information Theory Videos by John Watrous

• ✍️ Introduction to Quantum Information Science Lecture Notes by Scott Aaronson

• 👨‍💻 Monthly Quantum Computing Challanges by Quantum Open Source Foundation

• 🕹️ Quantum Computing for the Very Curious Interactive Article by Andy Matuschak and Michael Nielsen

• 👨‍🏫 Quantum Computing: from Basics to the Cutting Edge Coursera Specialization by Sergey Sysoev and others

🌊 Simulation Programming

• 👨‍💻 JAX for Molecular Dynamics

• 👨‍💻 Taichi Programming Language

• 👨‍💻 Computational Fluid Dynamics in JAX

• 👨‍💻 Veros: Versatile Ocean Simulator in JAX

• 👨‍💻 Bullet Physics: Multi-Physics Simulation

• 📺 Interactive Computer Graphics Research Lab

• 📺 Computational Fluid Dynamics by braintruffle

• 📺 Let's Make a Physics Engine by Two-bit Coding

• 👨‍💻 JAX for Numerical Differential Equation Solvers

• 👨‍💻 BRAX: Differentiable Physics Engine written in JAX

• 📺 Physics Programming Tutorials by Gustavo Oliveira

• 👨‍💻 JAX Cosmo: Differentiable Cosmology Library in JAX

• 📺 Computational Fluid Dynamics Basics by József Nagy

• 📺 Computational Fluid Dynamics Intermediate by József Nagy

• 👨‍💻 MuJoCo: Advanced Physics Simulation Engine by DeepMind

• 📺 Differentiable Physics for Deep Learning Talk by Nils Thuerey

• 👨‍💻 DiffTaichi: Differentiable Programming for Physical Simulation

• 👨‍💻 PhiFlow: Differentiable PDE-solving Framework for Machine Learning

• 📺 Differentiable Physical Simulation and AI NeurIPS 2020 Workshop by Yuanming Hu

• 📺 The Taichi Programming Language: Hands-On Tutorial SIGGRAPH Course by Yuanming Hu

• 👨‍💻 CFD Python: 12 Steps to Navier-Stokes Equations by Lorena Barba and Gilbert Forsyth