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Introduces basic C++ concepts to beginner users of the OpenFOAM open-source CFD libraries.
Recent Advances on Machine Learning for Computational Fluid Dynamics: A Survey
Course notes for a course based on R.J. LeVeque's "Finite Volume Methods for Hyperbolic Problems"
2D Navier-Stokes Solver for the square cavity flow using the finite-volume method
Physics Informed Deep Learning: Data-driven Solutions and Discovery of Nonlinear Partial Differential Equations
Unifying 3D Mesh Generation with Language Models
This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebook tutorial.
Compressible Euler equations solved with finite volume implemented in JAX, plugged into an optimization loop
Jupyter notebooks for the code samples of the book "Deep Learning with Python"
HORSES3D: A high-order discontinuous Galerkin solver for flow simulations and multi-physics applications
CFD codes written based on examples in various books like Patnakar, Versteeg etc
This repo contains some tutorial type programs showing some basic ways machine learning can be applied to CFD.
PyAero is an open-source airfoil contour analysis and CFD meshing tool.
The fastest and most memory efficient lattice Boltzmann CFD software, running on all GPUs and CPUs via OpenCL. Free for non-commercial use.
Deep Learning Tool for Turbulent Flow Predictions
Lecture material for machine learning applied to computational fluid mechanics
United collection of hybrid Central solvers - one-phase, two-phase and multicomponent versions
A sequence of Jupyter notebooks featuring the "12 Steps to Navier-Stokes" http://lorenabarba.com/
An Open Source Machine Learning Framework for Everyone
The definitive list that answers "I want to do X in Python, which tool should I use?"
Turns Data and AI algorithms into production-ready web applications in no time.