YoVDO

Deep Learning Workshop for Satellite Imagery - Data Processing

Offered By: Prodramp via YouTube

Tags

Satellite Imagery Courses Deep Learning Courses Python Courses Data Processing Courses Model Deployment Courses Model Training Courses

Course Description

Overview

Dive into a comprehensive hands-on coding workshop focused on deep learning for satellite imagery. Learn essential data processing techniques for satellite images, including data preparation and processing. Explore fundamental concepts of satellite data and master Python-based processing methods. Gain practical skills in image manipulation, including patchifying, normalizing, and rendering. Discover how to process mask images, handle labels, and create RGB-to-label conversion functions. Develop proficiency in preparing training and test datasets for deep learning applications. Access accompanying source code on GitHub to reinforce your learning and continue experimenting with satellite image processing techniques.

Syllabus

- What is it?
- All 3 Parts Intro
- Satellite Data Fundamentals
- Satellite Data Processing in Python
- Processing Images
- Patchify Images
- Normalizing Images
- Processing Mask Images
- Rendering Images
- Processing Labels
- Creating RGB2Label Func
- Creating Training and Test Data
- Source Code at GitHub


Taught by

Prodramp

Related Courses

AI in Healthcare Capstone
Stanford University via Coursera
Amazon SageMaker: Build an Object Detection Model Using Images Labeled with Ground Truth (Thai)
Amazon Web Services via AWS Skill Builder
Amazon SageMaker: Build an Object Detection Model Using Images Labeled with Ground Truth (Indonesian)
Amazon Web Services via AWS Skill Builder
Amazon SageMaker : créez un modèle de détection d'objets à l'aide d'images étiquetées avec la vérité du terrain. (Français) | Amazon SageMaker: Build an Object Detection Model Using Images Labeled with Ground Truth (French)
Amazon Web Services via AWS Skill Builder
Automatic Machine Learning with H2O AutoML and Python
Coursera Project Network via Coursera