README.md

🌌 Awesome Physics Programming

Animation by Étienne Jacob

👨‍🏫 Collection of the most awesome learning resources on physics programming: AR, CG, Deep Learning and Computer Programming in the form of videos, tutorials and frameworks.

Contributions are very welcome! 🤗

Table of Contents

• 👓 Augmented Reality
• 🐉 Computer Graphics
• ☯️ Computer Programming
• 🧠 Deep Learning
• Quantum Computing

👓 Augmented Reality

• 👨‍💻 AR MultiPendulum: Multi-pendulum AR Headset Simulation Experience by Philip Turner

🐉 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

☯️ Computer 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

• 👨‍💻 MuJoCo: Advanced Physics Simulation Engine by DeepMind

• 📺 Differentiable Physics for Deep Learning Talk by Nils Thuerey

• 👨‍💻 DiffTaichi: Differentiable Programming for Physical Simulation

• 👨‍💻 MultiPendulum: Multi-pendulum Physics Simulation by Philip Turner

• 👨‍💻 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

🧠 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

• 👨‍💻 Quantum Computing Dojo by Amir Ebrahimi

• 👨‍🏫 Quantum Computation Course by John Preskill

• 👨‍🏫 Quantum Quest by Maris Ozols & Michael Walter

• 👨‍🏫 Quantum Machine Learning Course by Peter Wittek

• 👨‍💻 Quantum Computing with Q# Tutorials by Microsoft

• 🗃️ Full-Stack Quantum Computation Educational Resources

• 📖 Quantum Algorithm Implementations for Beginners Paper

• 📺 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 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

• 🕹️ Interactive Introduction to Quantum Computing Blogpost by David Kemp

• 👨‍💻 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