Deep Learning in ArcGIS
Strictly by pre-registration only
What is this course about?
Deep learning, a type of machine learning, is a rapidly evolving field. In this course, you will explore deep learning capabilities in ArcGIS Pro and see how they are applied for object detection and automated feature extraction from imagery.
Course details
Location
Jakarta
Duration
2 days
Level
Advanced
Category
Visualisation, Editing and Analysis Course
CPD points
Software
Esri will provide the following software to use during class:
- ArcGIS Pro (Advanced)
- ArcGIS Spatial Analyst
- ArcGIS Image Analyst
Are there any prerequisites?
- Completion of ArcGIS Pro: Essential Workflows or equivalent knowledge
- Completion of Imagery Analysis in ArcGIS Pro or equivalent knowledge
What skills will I learn?
- Introduction to Deep Learning in ArcGIS
- Creating training samples
- Object detection, image classification, semantic segmentation, and instance segmentation
What can I expect?
- 1. Deep Learning in ArcGIS Pro
- Introduction to Deep Learning
- Deep Learning in ArcGIS Pro
- Label objects for Deep Learning
- Review results from Deep Learning
- Use Deep Learning in ArcGIS Pro
- 2. Data preparation and object detection
- Training data
- Training a model
- Model inferencing
- Object detection using Deep Learning
- 3. Image Classification
- Image classification overview
- Classify object using deep learning
- 4. Semantic Segmentation
- Semantic segmentation overview
- Classify pixel using deep learning
- 5. Instance Segmentation
- Instance segmentation overview
- Mask R-CNN
- 6. Use case: Land Cover Mapping (mandatory) and Tree Count (optional) using deep learning
- Workflow deep learning process (step by step).
- Model selection