Popular GitHub Repositories for Mechanics

Accurate Neural Network Potential on PyTorch

Pytorch differentiable molecular dynamics

A pytorch implementaion of physics informed neural networks for two dimensional NS equation

Universal modeling and simulation of fluid mechanics upon machine learning. From the Boltzmann equation, heading towards multiscale and multiphysics flows.

Reinforcement Learning for Molecular Design Guided by Quantum Mechanics

Atoms In Molecules Neural Network Potential

AI-enhanced computational chemistry

Auto-differentiable and hardware-accelerated force density method

Source code for "Molecular Mechanics-Driven Graph Neural Network with Multiplex Graph for Molecular Structures"

[ICLR 2022] The implementation for the paper "Equivariant Graph Mechanics Networks with Constraints".

A browser-based 3D multiplayer flying game with arcade-style mechanics, created using the Gemini 2.5 Pro through a technique called "vibe coding"

??♂? A Unity based FPS with a Zombie theme using raycasting for shooting and the core mechanics you'd expect in an FPS. Zombies use AI navigation and precise pathfinding to chase down the player. The game also has a HUD interface which is VR compatible.

Physics-inspired transformer modules based on mean-field dynamics of vector-spin models in JAX

Parallel random matrix tools and complexity for deep learning

Quantum Hybrid Neural Network model for image classification

A Jupyter Notebook implementation of Physics-informed neural network to solve solid mechanics problem.

Physics-Informed Neural Network, Finite Element Method enhanced neural network, and FEM data-based neural network

Drawing inspiration from Andrej Karpathy’s iconic lecture, "Let’s Build GPT: From Scratch, in Code, Spelled Out", this project takes you on an immersive journey into the inner workings of GPT. Step-by-step, we’ll construct a GPT model from the ground up, demystifying its architecture and bringing its mechanics to life through hands-on coding.

Mechanics functions with end-to-end support for deep learning developers, written in Ivy.