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100-days-of-ml-code

100 Days of ML Coding

area2

Tools and guidance for estimating map accuracy and area on the Google Earth Engine

astrocasttraining

The AstroCast pipeline segmented into Juypter Notebooks for training.

basics

📚 Learn ML with clean code, simplified math and illustrative visuals.

coding-problems

Solutions for various coding/algorithmic problems and many useful resources for learning algorithms and data structures

cookbook

The Data Engineering Cookbook

crop-mask

Production of crop-mask for Africa

custom-scripts

A repository of custom scripts to be used with Sentinel Hub

data-science-ipython-notebooks

Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines.

deafrica-sandbox-notebooks

Notebooks for the Digital Earth Africa Sandbox

deep-learning-papers-reading-roadmap

Deep Learning papers reading roadmap for anyone who are eager to learn this amazing tech!

deepfacelab

DeepFaceLab is the leading software for creating deepfakes.

droughtwatch

Weights & Biases benchmark for drought prediction

earth-analytics-python-env

A conda environment and docker container to support using earth and environmental data in Python.

earthengine-py-notebooks

A collection of 300+ Jupyter Python notebook examples for using Google Earth Engine with interactive mapping

earthpy

A package built to support working with spatial data using open source python

eo-learn

Earth observation processing framework for machine learning in Python

eo4ai

Earth Observation dataset preprocessing tools for Deep Learning

example_notebooks

fastai

The fastai deep learning library, plus lessons and tutorials

forest-degradation-monitoring

Repository for technical data dealing with (semi)-evergreen forest degradation monitoring

free-programming-books

:books: Freely available programming books

geemap

A Python package for interactive mapping with Google Earth Engine, ipyleaflet, and folium

hyperspectral_image_analysis_simplified

The repository contains the implementation of different machine learning techniques such as classification and clustering on Hyperspectral and Satellite Imagery.

intro2geostats

Introduction to Geostatistical analysis in R

l3mon

L3MON - Remote Android Managment Suite

landsat-util

A utility to search, download and process Landsat 8 satellite imagery

maize_price_prediction-random_forest

ml-class

Machine learning lessons and teaching projects designed for engineers

observe

Cross-platform, offline, field mapping tool for OpenStreetMap