Sourav Dutta's starred repositories
PlotNeuralNet
Latex code for making neural networks diagrams
latent-diffusion
High-Resolution Image Synthesis with Latent Diffusion Models
score_sde_pytorch
PyTorch implementation for Score-Based Generative Modeling through Stochastic Differential Equations (ICLR 2021, Oral)
awesome-neural-ode
A collection of resources regarding the interplay between differential equations, deep learning, dynamical systems, control and numerical methods.
ngsolve
Netgen/NGSolve is a high performance multiphysics finite element software. It is widely used to analyze models from solid mechanics, fluid dynamics and electromagnetics. Due to its flexible Python interface new physical equations and solution algorithms can be implemented easily.
Coursera-Deep-Learning
My notes / works on deep learning from Coursera
DeepKoopman
neural networks to learn Koopman eigenfunctions
PythonFOAM
In-situ data analyses and machine learning with OpenFOAM and Python
turbulence-modeling-PIML
Data-driven Reynolds stress modeling with physics-informed machine learning
Physics-constrained-Bayesian-deep-learning
Physics-Constrained Bayesian Neural Network for Fluid Flow Reconstruction with Sparse and Noisy Data
NPJCOMPUMATS-03747
Learning two-phase microstructure evolution using neural operators and autoencoder architectures