sonthuybacha's starred repositories
ML-From-Scratch
Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.
PythonNumericalDemos
Well-documented Python demonstrations for spatial data analytics, geostatistical and machine learning to support my courses.
complex-upset
A library for creating complex UpSet plots with ggplot2 geoms
tidypredict
Run predictions inside the database
gee_s1_ard
Creates an analysis ready sentinel-1 SAR image collection in Google Earth Engine by applying additional border noise correction, speckle filtering and radiometric terrain normalization.
stata-schemepack
Here you will find various ready-to-use Stata schemes.
spatialEco
R package for spatial analysis and modelling of ecological systems
forest-risks
statistical models of forest carbon potential and risks
dl_landscapes_paper
Buscombe & Ritchie (2018) Landscape Classification with Deep Neural Networks. Geosciences 2018, 8(7), 244
resilienceatlas
Resilience Atlas - Evidence-based decision-making around resilience
trends.earth-algorithms
Python package with functions for assessing land change, drought vulnerability, and urbanization
gee_sar_fetcher
An easy-to-use Python library to download SAR imagery from Google Earth Engine
sif-downscaling-essd
Code associated with the paper on downscaling sun-induced fluorescence (SIF) data by G. Duveiller et al in ESSD (https://doi.org/10.5194/essd-2019-121)
manuscript_template
A template of writing manuscripts using Rmarkdown/Quarto
Landscape_Genetics_R_Course
Swirl course on landscape genetic data analysis with R
intro_R_packages
This is for a short 1 hour class on how to write R packages
GlobalMappingRegions
Region shapefiles and JSONs