RahulSundar

DL-From-Scratch

As a learning exercise I reolved to build a simple Feed Forward Neural network from scratch.

Installations-Made-Easy

A set of easy to follow instructions and some installation scripts for automated installation and setting up of various scientific computing environments and packages.

GradientPathologiesPINNs

graph-pde

Using graph network to solve PDEs

POD-PINN

POD-PINN code and manuscript

18337

18.337 - Parallel Computing and Scientific Machine Learning

al_cfd_benchmark

Active learning based regression for CFD cases

algorithms_and_data_structures

180+ Algorithm & Data Structure Problems using C++

BayesianDifferentiableProgramming

C

Collection of various algorithms in mathematics, machine learning, computer science, physics, etc implemented in C for educational purposes.

C-Plus-Plus

Collection of various algorithms in mathematics, machine learning, computer science and physics implemented in C++ for educational purposes.

CBurgers

A miniapp that demonstrates the hybridized use of a C++ and Python for compute and ML respectively.

cnm

cs-video-courses

List of Computer Science courses with video lectures.

data-driven-pdes

Data-Structures-and-Algorithms-specialization-University-of-California-San-Diego

DeepStefan

gmsh_interop

Interoperability with Gmsh for Python

learn-python3

Jupyter notebooks for teaching/learning Python 3

machine-learning-for-software-engineers

A complete daily plan for studying to become a machine learning engineer.

my-cs-degree

A CS degree I designed for myself, 2020

NPE-and-NTK

NumPyCNN

Building Convolutional Neural Networks From Scratch using NumPy

phygnn

physics-guided neural networks (phygnn)

PhysicsAwareAE

The unsupervised learning problem trains a diffeomorphic spatio-temporal grid, that registers the output sequence of the PDEs onto a non-uniform parameter/time-varying grid, such that the Kolmogorov n-width of the mapped data on the learned grid is minimized.

PPINN

Demo code for PPINN paper: https://www.sciencedirect.com/science/article/pii/S0045782520304357

Python

All Algorithms implemented in Python

sharpy

Simulation of High Aspect Ratio aeroplanes in Python: a nonlinear aeroelastic code

space_time_pde

MeshfreeFlowNet: Physical Constrained Space Time Super-Resolution

training-data-analyst

Labs and demos for courses for GCP Training (http://cloud.google.com/training).