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Course content
- Introduction
- Deep learning environment setup
- Deep learning dataset preparation using ArcGIS Pro
- Open source solution for data preparation (geotile)
- Image classification
- Deep learning object detection
- Image segmentation (Binary class)
- Image segmentation (Multi-class)
- Landslide detection
- Time Series Analysis with LSTM
- Flood mapping
- End to End Deep Learning and Google Earth Engine
Course content
- Introduction
- Crash Course: NumPy
- Machine Learning Concepts Overview
- PyTorch Basics
- CNN – Convolutional Neural Networks
- Medical Imaging – A short Introduction
- Data Formats in Medical Imaging
- Pneumonia-Classification
- Cardiac-Detection
- Atrium-Segmentation
- Capstone-Project: Lung Tumor Segmentation
- 3D Liver and Liver Tumor Segmentation
- BONUS SECTION: THANK YOU!
