:sunglasses: :comet: Awesome Physics Programming

Animation by Étienne Jacob

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

Table of Contents

• :dragon: Computer Graphics
• :brain: Deep Learning
• :atom: Quantum Computing
• :ocean: Simulation Programming

:dragon: Computer Graphics

• :tv: Physics-Based Differentiable Rendering CVPR 2021 Tutorial

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

• :book: Game Physics in One Weekend Book Series by Gregory Hodges

:brain: Deep Learning

• :globe_with_meridians: Physics ∩ ML Virtual Hub

• :book: Physics-based Deep Learning Book

• :man_technologist: Nimble: Physics Engine for Deep Learning

• :globe_with_meridians: The Physics of Energy-Based Models by Patrick Huembeli

• :tv: Machine Learning for Physics and the Physics of Learning

• :card_file_box: Physics-based Deep Learning Articles List by Nils Thuerey

• :tv: Machine Learning for Physicists Lectures by Florian Marquardt

• :man_technologist: Neural Fluid Fields by Towaki Takikawa and Mohammad Mozaffari

• :man_technologist: Tiny Differentiable Simulator for Reinforcement Learning and Robotics

• :tv: Machine Learning for Computational Fluid Dynamics Lecture by Steve Brunton

:atom: Quantum Computing

• :man_technologist: Quantum Bootcamp Challenges

• :card_file_box: Quantum Algorithm Zoo Article List

• :tv: Quantum Machine Learning by Qiskit

• :tv: Intro to Quantum Computing by Kitty Yeung

• :man_technologist: Quantum Computing Dojo by Amir Ebrahimi

• :man_teacher: Quantum Computation Course by Peter Shor

• :man_teacher: Quantum Computation Course by John Preskill

• :man_teacher: Quantum Computing Course by Steven Herbert

• :man_teacher: Quantum Quest by Maris Ozols & Michael Walter

• :man_teacher: Quantum Machine Learning Course by Peter Wittek

• :man_technologist: Quantum Computing with Q# Tutorials by Microsoft

• :writing_hand: Quantum Algorithms Lecture Notes by Andrew Childs

• :man_teacher: Quantum Complexity Theory Course by Scott Aaronson

• :card_file_box: Full-Stack Quantum Computation Educational Resources

• :book: Quantum Algorithm Implementations for Beginners Paper

• :tv: Introduction to Quantum Information Science by Artur Ekert

• :tv: Quantum Computing for the Determined by Michael Nielsen

• :man_teacher: Quantum Computing Since Democritus Course by Scott Aaronson

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

• :book: Quantum Algorithms for Data Science Book by Alessandro Luongo

• :tv: Quantum Computation and Information Lectures by Ryan O'Donnell

• :man_teacher: Quantum Information Science Course by Isaac Chuang and Peter Shor

• :man_technologist: Quantum Computing with Qiskit Tutorials by Quantum Computing UK

• :tv: Introduction to Quantum Computing and Quantum Hardware by Qiskit

• :tv: Quantum Computing for Computer Scientists Lecture by Andrew Helwer

• :man_teacher: Quantum Computing Programming Course by Dan Boneh and Will Zeng

• :man_teacher: Quantum Information Science Course by Isaac Chuang and Aram Harrow

• :joystick: Interactive Introduction to Quantum Computing Blog post by David Kemp

• :tv: Advanced Topics in Quantum Information Theory Videos by John Watrous

• :writing_hand: Introduction to Quantum Information Science Lecture Notes by Scott Aaronson

• :man_technologist: Monthly Quantum Computing Challanges by Quantum Open Source Foundation

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

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

:ocean: Simulation Programming

• :man_technologist: JAX for Molecular Dynamics

• :man_technologist: Taichi Programming Language

• :man_technologist: Computational Fluid Dynamics in JAX

• :man_technologist: Veros: Versatile Ocean Simulator in JAX

• :man_technologist: Bullet Physics: Multi-Physics Simulation

• :tv: Interactive Computer Graphics Research Lab

• :tv: Computational Fluid Dynamics by braintruffle

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

• :man_technologist: JAX for Numerical Differential Equation Solvers

• :man_technologist: BRAX: Differentiable Physics Engine written in JAX

• :tv: Physics Programming Tutorials by Gustavo Oliveira

• :man_technologist: JAX Cosmo: Differentiable Cosmology Library in JAX

• :tv: Computational Fluid Dynamics Basics by József Nagy

• :tv: Computational Fluid Dynamics Intermediate by József Nagy

• :man_technologist: MuJoCo: Advanced Physics Simulation Engine by DeepMind

• :tv: Differentiable Physics for Deep Learning Talk by Nils Thuerey

• :man_technologist: DiffTaichi: Differentiable Programming for Physical Simulation

• :man_technologist: PhiFlow: Differentiable PDE-solving Framework for Machine Learning

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

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

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