Deep Learning Studio in ArcGIS Enterprise: Build Your Own Deep Learning Models - No Coding Required!

Riyadh, Saudi Arabia. — August 25th, 2024 | By Ahmed Noureldeen, PhD

Calling all GIS Specialists, Analysts, AI Engineer, and Data Scientists!

Curious about how to harness the power of Artificial Intelligence (AI) in your geospatial projects? Or are you a data scientist eager to integrate GIS capabilities into your workflow? Are you interested in collaborating with various teams to develop your own deep learning models? This newsletter is designed specifically for you!

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

ArcGIS Enterprise 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 Enterprise provides user-friendly deep learning studio, it is a web-based application that simplifies the model creation process. This enables you to work with extensive geographic areas and remote sensing data by utilizing distributed systems and parallel processing capabilities.

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 Enterprise using deep learning studio follows a clear, four-step approach:

1. Labeling the Data (Annotation):

·??This involves identifying and classifying features within your imagery. Deep learning studio in ArcGIS Enterprise streamlines this process. Before exporting the samples, the team leader or project manager will review the samples to either approve or reject them. This process guarantees that only high-quality samples are sent out.

2. Data Preparation:

·??Deep learning studio in ArcGIS Enterprise "Export Image Chips" 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:

·???It’s time to train your model! The Deep Learning Studio in ArcGIS Enterprise provides tools for model training that leverage distributed servers to accelerate training time and enhance accuracy.

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.

Deep Learning Studio in ArcGIS Enterprise: Your GeoAI Toolkit

Deep Learning Studio in ArcGIS Enterprise 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

Embrace the Future of GeoAI with Deep Learning Studio in ArcGIS Enterprise

Don't be left behind!? Deep Learning Studio in ArcGIS Enterprise 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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