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Can i use AGis Pro to do machine learning for forest fire prediction and modeling and how to do it

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03-10-2025 09:32 AM
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AnhPhạmViệt
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Hi im currenly working on forest fire prediction and modeling using machine learning for my class project. But i have no idea how to do it. Im trying to do project similar to this article . Can i use ArcGis Pro to do this? Is there any tutorial or some example?

Thanks in advance 

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CodyPatterson
MVP Regular Contributor

Hey @AnhPhạmViệt 

Sounds like a fun project! To me, this can be accomplished, with either the machine learning or deep learning tools part of the GeoAI toolset. This would need the Imagery Analyst license for commercial use, but educational may have it already.

Here is a few links to investigate:

https://www.esri.com/arcgis-blog/products/arcgis-pro/analytics/new-probabilities-in-forest-based-and...

This has the sampling and teaching of the network:

https://storymaps.arcgis.com/stories/b65ba694fdf646f09568206b897a7877

Additional information:

https://developers.arcgis.com/python/latest/samples/historical-wildfire-analysis/

https://pro.arcgis.com/en/pro-app/latest/tool-reference/image-analyst/an-overview-of-the-deep-learni...

https://pro.arcgis.com/en/pro-app/latest/help/analysis/deep-learning/deep-learning-in-arcgis-pro.htm

https://www.esri.com/arcgis-blog/products/analytics/analytics/machine-learning-in-arcgis/

Hopefully this gives you a good start!

Cody

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CodyPatterson
MVP Regular Contributor

Hey @AnhPhạmViệt 

Sounds like a fun project! To me, this can be accomplished, with either the machine learning or deep learning tools part of the GeoAI toolset. This would need the Imagery Analyst license for commercial use, but educational may have it already.

Here is a few links to investigate:

https://www.esri.com/arcgis-blog/products/arcgis-pro/analytics/new-probabilities-in-forest-based-and...

This has the sampling and teaching of the network:

https://storymaps.arcgis.com/stories/b65ba694fdf646f09568206b897a7877

Additional information:

https://developers.arcgis.com/python/latest/samples/historical-wildfire-analysis/

https://pro.arcgis.com/en/pro-app/latest/tool-reference/image-analyst/an-overview-of-the-deep-learni...

https://pro.arcgis.com/en/pro-app/latest/help/analysis/deep-learning/deep-learning-in-arcgis-pro.htm

https://www.esri.com/arcgis-blog/products/analytics/analytics/machine-learning-in-arcgis/

Hopefully this gives you a good start!

Cody

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