ArcGIS Pro GeoAI: Build Your Own Deep Learning Model - No Coding Required!

Riyadh, Saudi Arabia - April 3, 2024, | By Ahmed Noureldeen, PhD

Calling all GIS Specialists, Analysts, and Data Scientists!

Ever wondered how to leverage the power of Artificial Intelligence (AI) in your geospatial work? Or perhaps you're a data scientist looking to integrate GIS capabilities into your workflow? This newsletter is for you!

ArcGIS Pro: Your One-Stop Shop for Deep Learning in GIS

ArcGIS Pro offers a comprehensive system that empowers you to create and implement your own deep learning models, specifically tailored to solve your unique geospatial challenges.? The best part? You don't need to be a coding whiz! While scripting is an option for those comfortable with it, ArcGIS Pro provides user-friendly GeoAI tools that simplify the model creation process.

Building Your Deep Learning Model: A 4-Step Journey

Whether you're analyzing satellite imagery, aerial photos, or drone data, creating a deep learning model in ArcGIS Pro follows a clear, four-step approach:

1. Labeling the Data (Annotation):

This involves identifying and classifying features within your imagery. ArcGIS Pro streamlines this process with the intuitive "Label Objects for Deep Learning" tool, found within the Imagery tab.

2. Data Preparation:

ArcGIS Pro's "Export Training Data for Deep Learning" tool takes care of this for you. It transforms your imagery and labeled data into the specific format required by your chosen deep learning model or neural network.

3. Model Training:

Time to train your model! ArcGIS Pro offers two options: "Train Deep Learning Model" for a more customized approach, or "Train Using AutoDL" for a quicker, automated process.

4. Inference (Testing):

Put your creation to the test! Use the "Detect Objects Using Deep Learning" tool (for object detection scenarios) or "Classify Pixels Using Deep Learning" tool (for pixel classification scenarios) to validate your model's accuracy across different locations.

?ArcGIS Pro: Your GeoAI Toolkit

ArcGIS Pro empowers you with all the tools and capabilities you need to create your own deep learning models.? These models can address a wide range of geospatial challenges, such as:

• Land cover classification
• Feature detection and extraction
• Change analysis
• Resource management

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Embrace the Future of GeoAI with ArcGIS Pro

Don't be left behind!? ArcGIS Pro provides a user-friendly and accessible platform for both GIS professionals and data scientists to leverage the power of GeoAI.? Start building your own deep learning models today and unlock a world of possibilities for your geospatial workflows.

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• Warm regards from the Esri Saudi Arabia team. Follow us on social media for daily updates and join our growing community of GIS professionals.
• Contact us to learn more about how ArcGIS Pro GeoAI can empower you to create custom solutions and propel your geospatial analysis to new heights!

About Esri Saudi Arabia

Esri Saudi Arabia, a key player in the region's geographic information system (GIS) industry, specializes in providing cutting-edge GIS solutions and services. Leveraging Esri's global leadership in location intelligence, it supports diverse sectors including government, environmental management, and urban planning, enhancing decision-making and operational efficiency across Saudi Arabia. Esri Saudi Arabia is committed to innovating and adapting GIS technologies to meet local needs, driving digital transformation and sustainable development in the Kingdom.

Contact: Esri Saudi Arabia

Email: [email protected]

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