Registry of Open Data on AWS

Usage examples for all datasets listed in the Registry of Open Data on AWS using SageMaker Studio Lab.

Sentinel-2

Tutorials

Detecting deforestation using unsupervised K-means clustering on Sentinel-2 satellite imagery and SageMaker Studio Lab (SMSL) by Parth Patel

Getting Started With Geospatial Data Analysis by Sam Palani

Vegetation Analysis Pre/Post Lava Fire Using SentinelHub and Sentinel-2 Imagery on AWS by Mike Jeffe

NEXRAD on AWS

Tutorials

Updated introduction to S3, Boto, and NOAA Nexrad in SageMaker Studio Lab (SMSL) by Chris Stoner

Digital Earth Africa Sentinel-1 Radiometrically Terrain Corrected

Tutorials

Water detection with Sentinel-1 by Madeleine Seehaber

Maxar Open Data Program

Tutorials

Visualizing Maxar Open Data with SageMaker Studio Lab by Qiusheng Wu

Visualizing Turkey & Syria Earthquake Maxar Open Data with SageMaker Studio Lab by Qiusheng Wu

Radiant MLHub

Tutorials

Explore wind speed images from Amazon Sustainability Data Initiative (ASDI) hosted on S3 using SageMaker Studio Lab (SMSL) by Frank Rubino

The MIT Supercloud Dataset

Tutorials

Generating the labelled dataset by Matthew Weiss

Introduction to the MIT Supercloud Dataset by Matthew Weiss

OpenAlex dataset

Tutorials

Data Analysis and Knowledge Graph with OpenAlex dataset by Gabriel Bella Martini

Blended TROPOMI+GOSAT Satellite Data Product for Atmospheric Methane

Tutorials

Downloading the full data record from AWS by Nicholas Balasus

Plotting one month of blended TROPOMI+GOSAT methane retrievals by Nicholas Balasus

Aurora Multi-Sensor Dataset

Tutorials

Introduction to Visualizing Sensor Types (Jupyter notebook) by Andrei Bârsan (note: Aurora makes no representations as to the accuracy or functionality of the tutorial)

CoversBR

Tutorials

Getting started with Cover Song Identification and Genre classification by Gabriel Bella Martini

Analysis Ready Sentinel-1 Backscatter Imagery

Tutorials

Compare Cloud-Optimized Geotiffs from Amazon Sustainability Data Initiative (ASDI) hosted on S3 using SageMaker Studio Lab (SMSL) by Gianfranco Rapino

High Resolution Population Density Maps + Demographic Estimates by CIESIN and Meta

Tutorials

Investigating environmental characteristics of US cities using publicly available ASDI datasets by Darren Ko

NOAA Global Surface Summary of Day

Tutorials

ML Demo: Predicting Air Quality w/ ASDI NOAA + OpenAQ Datasets in SageMaker Studio Lab (SMSL) by Aaron Soto

NOAA U.S. Climate Normals

Tutorials

Investigating environmental characteristics of US cities using publicly available ASDI datasets using SageMaker Studio Lab (SMSL) by Darren Ko

If you want to add a dataset or usage example to this registry, please follow the instructions on the Registry of Open Data on AWS GitHub repository or tell us about your project.

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