Shobhit Mishra's repositories
Applied-Deep-Learning
Applied Deep Learning Course
awesome-cpp
A curated list of awesome C++ (or C) frameworks, libraries, resources, and shiny things. Inspired by awesome-... stuff.
CFDPython
A sequence of Jupyter notebooks featuring the "12 Steps to Navier-Stokes" http://lorenabarba.com/
Conjugate-Gradient
Painless conjugate gradient notebooks
ETHz-DLSC_PartB
ETHz Deep Learning for Scientific Computing. In this project we reproduce the FFN, DeepONet, FNO, CNO, KNO, UNet on Heat/Wave/Poisson Equations
four-phase-inversion
Manuscript and code for joint inversion of seismic refraction and electrical resistivity data to estimate water, ice, and air contents
geophysical_notes
Collection of geophysical notes in the form of IPython/Jupyter notebooks.
geoscience-ML-tutorial
Some simple tutorials about machine learning / deep learning / optimization in geosciences.
harmonic-oscillator-pinn-workshop
Introductory workshop on PINNs using the harmonic oscillator
Jax-PINNEik
This repository host the solution to the Eikonal Equation using Physics Informed Neural Networks (PINNs) implemented using the Jax framework
Machine-Learning
Material Associated with the lecture Machine Learning in Geophysics
Machine-Learning-Geophysics
Teaching material for ML in Geoscience course
ModSimPy
Text and supporting code for Modeling and Simulation in Python
Numerical-Methods
Welcome to this collection of numerical methods implemented in Python from scratch! In this repository, you will find a variety of techniques for solving mathematical problems, along with the theoretical basis behind each method, examples of how to use the functions, and benchmarking against popular Python scientific libraries.
oops_python
Python OOP : Object oriented Programming in Python
PEIP
MATLAB code for examples and exercises for the 3rd edition of Parameter Estimation and Inverse Problems
PINN-for-wave-equation
PINN for solving wave equation
PINN_FWI
This repo contains the progress of building a traveltime and FWI workflow using PINN for sub-basalt imaging
PINN_IMP_2
Physics Informed Machine Learning Tutorials (Pytorch and Jax)
PINN_PINA
Physics-Informed Neural networks for Advanced modeling
PINNpapers
Must-read Papers on Physics-Informed Neural Networks.
PyTorch-book
Official repository of my book: "Deep Learning with PyTorch Step-by-Step: A Beginner's Guide"
pytorch-deep-learning
Materials for the Learn PyTorch for Deep Learning: Zero to Mastery course.
seisflows
An automated workflow tool for full waveform inversion and adjoint tomography
seismic_deep_learning
A couple of python scripts to interpret geological structures from geophysical images using deep learning
the-art-of-command-line
Master the command line, in one page