scientific-ml 开源项目推荐（68 个）

SciML /NeuralPDE.jl

物理信息神经网络（PINN）科学机器学习（SciML）加速模拟的（偏）方程解算器

SciML /DiffEqFlux.jl

预构建隐式层架构，采用O（1）反向推进、GPU和stiff+non刚性微分方程求解器，展示了科学机器学习（SciML）和物理知情机器学习方法

SciML /MethodOfLines.jl

Automatic Finite Difference PDE solving with Julia SciML

SciML /JumpProcesses.jl

Build and simulate jump equations like Gillespie simulations and jump diffusions with constant and state-dependent rates and mix with differential equations and scientific machine learning (SciML)

SciML /DiffEqBayes.jl

Extension functionality which uses Stan.jl, DynamicHMC.jl, and Turing.jl to estimate the parameters to differential equations and perform Bayesian probabilistic scientific machine learning

SciML /MultiScaleArrays.jl

A framework for developing multi-scale arrays for use in scientific machine learning (SciML) simulations

f-dangel /torch-jet

Taylor mode automatic differentiation (jets) in PyTorch

alpz /mech-nn

Code Repository for the paper "Mechanistic Neural Networks for Scientific Machine Learning", ICML 2024

shoelim /FM_forecasting

Elucidating the Design Choice of Probability Paths in Flow Matching for Forecasting

binbinao /physicsnemo-from-zero-to-one

NVIDIA PhysicsNeMo 中文教程书 · 8 章 + 4 附录 · PINN 与神经算子三种实现（裸 PyTorch / SDK / GPU production）

vismaychuriwala /Diffusion-Transformer-for-Flow-Prediction

DDPM-based U-Net transformer for fluid dynamics prediction, reproducing and extending DiffFluid. Validated on Navier-Stokes vorticity and Lattice Boltzmann (D2Q9) with corrected noise-prediction loss formulation.

codychampion /arxiv-embedding-benchmark

Published PyPI package for ArXiv embedding benchmarks, retrieval evaluation, and scientific RAG experiments.

Devanik21 /Artificial-Intelligence-ecosystem

Structured ecosystem of 190+ AI systems spanning foundation models, agentic reasoning, reinforcement learning, generative architectures, scientific ML, and self-evolving neural systems. A research-driven lab exploring scalable intelligence.

samphillips-ml /neural-ode-soc

Neural ODE-based State of Charge (SOC) estimation for Li-ion batteries using the NASA Battery Dataset. Built as a weekend project to explore learned dynamics for battery modeling, with visualizations designed for engineering audiences.

Sumanthreddy-DE /simready

AI-assisted simulation pre-processing tool that validates STEP/IGES files for FEA readiness, auto-heals geometry, and generates mesh recommendations

infinition /ga-vs-scalarization

This project measures whether Cl(3,0) geometric algebra layers bring anything beyond exact SO(3) equivariance on small synthetic 3D vector tasks.

saitejasrivilli /maxwell-pinn

Physics-informed neural network solving Maxwell's equations in ICP reactors. Hard BC ansatz, transfer learning across geometries, autograd sensitivity maps. 1700× faster than FEM. Built with NVIDIA Modulus + PyTorch.

ChinmayA301 /Live-Seismic-ML-Pipeline

live seismic-data ML pipeline

shehbaz0101 /pinnforge

Recovers Burgers viscosity from 32 sparse sensors at 3.4% error vs 34.9% closed-form, on 30 hard out-of-distribution cases. CPU PINN sandbox + live demo.

raghavendra-mylar /parametric-pinn-flow-cylinder

Parametric PINN surrogate for flow over cylinders — 95% accuracy, 95%+ CFD speedup, <50ms inference