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18.337 - Parallel Computing and Scientific Machine Learning
18.S096 - Applications of Scientific Machine Learning
This is Andrew NG Coursera Handwritten Notes.
Deep Learning for Astronomers with Tensorflow
A collection of resources regarding the interplay between differential equations, deep learning, dynamical systems, control and numerical methods.
A curated list of awesome work on VAEs, disentanglement, representation learning, and generative models.
Code for "Infinitely Deep Bayesian Neural Networks with Stochastic Differential Equations"
Finite-difference solution to 1D viscid Burger's equation
This report is developed with the purpose of giving the student a better understanding of what is turbulence modelling and its analysis. A brief introduction about the Burger's equation and the theories behind the models used later on the report. The study consist in the analysis of the Burger's equation in the Fourier space analysing the behaviour of the total energy as a function of the Reynolds Number [Re], the number of modes [N] and finally the effect of these two on the number of iterations of the model. Finally a comparison between LES [Large Eddy Simulation] and DNS [Direct Numerical Simulation] is made in order to analysis when the increase in computational cost is necessary.
Solve the 1D forced Burgers equation with high order finite elements and finite difference schemes.
Chemical kinetics, thermodynamics, and transport tool suite
Cantera examples in the form of Jupyter notebooks
Implementation of Chemical Explosive Mode Analysis in OpenFOAM
A sequence of Jupyter notebooks featuring the "12 Steps to Navier-Stokes" http://lorenabarba.com/
This repo contains some tutorial type programs showing some basic ways machine learning can be applied to CFD.
Solutions to the assignments of the CPSC 540 Machine Learning course (2013) taught by Nando de Freitas
The laminar steady-state flamelet model developed by the CRECK Modeling Group from Milano.
Use deep learning to learn a turbulence model from high fedelity data. The model can reasonably predict other turbulent flows.
Learning nonlinear operators via DeepONet
Deep Learning of Turbulent Scalar Mixing
Universal neural differential equations with O(1) backprop, GPUs, and stiff+non-stiff DE solvers, demonstrating scientific machine learning (SciML) and physics-informed machine learning methods
A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.
Code for "'Hey, that's not an ODE:' Faster ODE Adjoints via Seminorms" (ICML 2021)
python scripts to generate table from flamelet solutions
This library would form a permanent home for reusable components for deep probabilistic programming. The library would form and harness a community of users and contributors by focusing initially on complete infra and documentation for how to use and create components.
Forpy - use Python from Fortran
First Repository - for practice
A declarative, efficient, and flexible JavaScript library for building user interfaces.
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
The Web framework for perfectionists with deadlines.
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
Some thing interesting about game, make everyone happy.
We are working to build community through open source technology. NB: members must have two-factor auth.
Open source projects and samples from Microsoft.
Google ❤️ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.