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Resources, links, projects, and ideas for gardeners tending their digital notes on the public interwebs
PDEBench: An Extensive Benchmark for Scientific Machine Learning
Code Repository for Machine Learning with PyTorch and Scikit-Learn
Resources about Machine Learning for solving PDEs.
A beautiful portfolio Jekyll theme that works with GitHub Pages.
Tutorial codes for a physics informed machine learning lecture based on shallow water equation.
Code repository for O'Reilly book
Up-to-date version of labs for ISLP
How to predict extreme events in climate using rare event algorithms and modern tools of machine learning
resources for transitioning from academic astronomy to industry data science
An open source library and framework for deep learning on satellite and aerial imagery.
The Turing Change Point Detection Benchmark: An Extensive Benchmark Evaluation of Change Point Detection Algorithms on real-world data
The Turing Change Point Dataset - A collection of time series for the evaluation and development of change point detection algorithms
ruptures: change point detection in Python
Library of derived climate variables, ie climate indicators, based on xarray.
Contains some python scripts using google earth engine python api for analysis of NDVI , NDBI and MNDWI indices over a time span of two decades
A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.
Materials for NCEO crop modelling, Earth Observation and DA workshop in Accra
Bayesian Data Analysis demos for Python
Download numerical weather prediction datasets (HRRR, RAP, GFS, IFS, etc.) from NOMADS, NODD partners (Amazon, Google, Microsoft), ECMWF open data, and the University of Utah Pando Archive System.
Download and access remote sensing data from any platform
An ongoing list of pandas quirks
