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ArcGIS API for Python

Training Mobile-Ready models using TensorFlow Lite

Introduction

We can use arcgis.learn to train deep learning models that can be deployed on mobile devices using ArcGIS field apps. This enables AI on the edge and the simplification of field workers' jobs. This is done using TensorFlow which enables us to save trained models to '.tflite' format. A few applications involved in this workflow are

  • Assisted intelligent survey
  • Disconnected Decision support
  • Automatic feature extraction from street view
  • Automated Rapid data collection on the move