Cristhian's starred repositories
MachineLearningCourse
My graduate level machine learning course, including student machine learning projects.
Satellite-Imagery-Datasets-Containing-Ships
A list of radar and optical satellite datasets for ship detection, classification, semantic segmentation and instance segmentation tasks.
geographic-data-science
This book serves as an introduction to a whole new way of thinking systematically about geographic data, using geographical analysis and computation to unlock new insights hidden within data.
jupyterbook
UW Geospatial Data Analysis Course
GlobalSolarPosition
Global computation of the solar position at a given time in Google Earth Engine
custom-scripts
A repository of custom scripts to be used with Sentinel Hub
awesome-earth-engine-apps
A collection of all public Google Earth Engine Apps.
Satellite-Imagery-Datasets-Containing-Ships
A list of radar and optical satellite datasets for ship detection, classification, semantic segmentation and instance segmentation tasks.
attention-mechanism-unet
An Attention-Based U-Net for Detecting Deforestation Within Satellite Sensor Imagery.
LS8-OLI-MAPPING
Mapping of rice growth phases and bare land using Landsat-8 OLI and machine learning algorithms
image-crop-analysis
Code for reproducing our analysis in the paper titled: Image Cropping on Twitter: Fairness Metrics, their Limitations, and the Importance of Representation, Design, and Agency
Crop_classification
Training & evaluating different experiments using Deep Learning & CNN for plant classification topic
MT-PolSAR-Change-Detection-For-Crop-Monitoring-And-Classification
Repository associated with the paper: Multi-Temporal Polarimetric SAR (MT-PolSAR) Change Detection For Crop Monitoring And Crop Type Classification
unsupervisedRemoteSensing
Remote sensing of vegetation and crops using hyperspectral imagery and unsupervised learning methods. The project contains different applications with code developed in python.
Evaluation-of-satellite-imagery-based-crop-classification
Repository for the Python scripts and data sets used in the thesis "Evaluation of satellite imagery based crop classification"
WorldCrops
Precision agriculture in the embedding space
custom-scripts
A repository of custom scripts to be used with Sentinel Hub