Amazon SageMaker resources for Geospatial ML

How to get started

  • Developer Guide

    Learn more about Amazon SageMaker geospatial capabilities in this step-by-step guide.

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  • API Reference

    Create and manage SageMaker geospatial capabilities resources with APIs.

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  • Example notebook

    Learn how farmers can optimize crop production through advanced analytics and ML.

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  • Jumpstart Solution

    Learn how to generate a counterfactual analysis of corn response to nitrogen.

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  • Geospatial insights for sustainability

    Explore guidance for using geospatial data to monitor changes in forest cover.

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  • Agronomic data visualization

    Explore guidance for using geospatial capabilities in agriculture use cases.

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Blogs

  • AWS Machine Learning Blog

    SageMaker geospatial capabilities now generally available with security updates and more use case samples.

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  • AWS Machine Learning Blog

    Learn how data scientists can monitor drought caused by climate change using geospatial data.

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  • AWS Machine Learning Blog

    Damage assessment using SageMaker geospatial capabilities and custom models.

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  • AWS Machine Learning Blog

    Build an agronomic data platform with SageMaker geospatial capabilities.

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  • AWS Machine Learning Blog

    Remote monitoring of raw material supply chains for sustainability with SageMaker geospatial capabilities.

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Customer stories

  • Arup

    Facilitating sustainable city design using SageMaker with Arup.

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  • xarvio

    Learn how xarvio Digital Farming Solutions accelerates its development.

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  • BMW Group

    Learn how the BMW Group is using SageMaker geospatial capabilities for sustainable mobility.

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  • Arup

    Arup uses Geospatial ML with Amazon SageMaker to shape a better world
  • Arup

    Designing resilient cities at Arup using Amazon SageMaker geospatial capabilities.

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Demo videos

  • re:Invent 2022

    Geospatial ML with SageMaker
  • AWS on Air

    Geospatial ML with SageMaker
  • ML Tech Talk in 15

    Geospatial ML with SageMaker.

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  • SageMaker Friday Virtual Workshop

    SageMaker Fridays: build, train, and deploy ML models using geospatial data.

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What's new

Read SageMaker geospatial-specific updates.

  • Date (Newest to Oldest)
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