My graduate level machine learning course, including student machine learning projects.

Winning plot at the SciPy 2016 conference, John Hunter's contest for best scientific visualization: The magnetotelluric method

List of resources for mineral exploration and machine learning, generally with useful code and examples.

200+ detailed flashcards useful for reviewing topics in machine learning, computer vision, and computer science.

Codes related to the publication Gaussian mixture Markov chain Monte Carlo method for linear seismic inversion

Public facing notes page

Dask tutorial

Initial gravity and mag CaMP L2 inversion

Cartopy - a cartographic python library with matplotlib support

Code repository for the Brightside Datathon analyses

"Probabilistic Machine Learning" - a book series by Kevin Murphy

Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more

Course notes for graduate-level class on numerical methods for deep learning

Semantic segmentation models with 500+ pretrained convolutional and transformer-based backbones.

Python for Geosoft GX Developer

Code for the article : Seismic velocity estimation: a deep recurrent neural-network approach

Class Project: Simulation of electromagnetics diffusion in geophysics (Time-Domain Electromagnetics (TDEM))

Project repository for EOSC 513

Scripts to reproduce the results of Astic et al. (2020): forward and joint inversion of potential fields data with petrophysical information (Petrophysically and geologically guided inversion: PGI)

Scripts to reproduce the results presented in Astic & Oldenburg (2019). Jupyter notebooks and pre-built cloud environment.

Applications in Python notebooks making use of solutions from Mira Geoscience

Spatial data processing for geomodeling

An open source python library for magnetotelluric robust processing.

Python API for geoh5, an open file format for geoscientific data.

GemPy is an open-source, Python-based 3-D structural geological modeling software, which allows the implicit (i.e. automatic) creation of complex geological models from interface and orientation da…

Python package for Multi-Objective Bayesian Optimisation and Joint Inversion

A Wii Homebrew Project to play GC Games on Wii and vWii on Wii U

WiiU Homebrew Launcher

Geostatistical variogram estimation expansion in the scipy style