We are excited to announce the launch of our latest course, Introduction to Machine Learning for Earth Observation, now available on EO College. Best of all, it’s completely FREE!
This course offers a comprehensive, hands-on introduction to how machine learning is transforming satellite data analysis and environmental monitoring.
📚 Course Highlights:
- Learn the fundamentals of machine learning, with a special focus on Earth observation
- Master techniques such as image classification, object detection, and change detection
- Get practical experience with popular ML tools and apply them to real-world Earth Observation challenges
This course is part of the ML4EARTH project, sponsored by DLR and the Federal Ministry for Economic Affairs and Climate Action, supporting innovation in machine learning applications for Earth observation.
Course Structure:
- Artificial Intelligence and Data Science in Earth Observation: Introduction to AI for Earth Observation, applications, and challenges.
- Identifying Ethical Issues and Opportunities in AI4EO Research: Explore ethical terminology, the role of ethics in AI4EO, and case studies for ethical decision-making.
- Bayesian Estimation in Machine Learning for Earth Observation: Learn Bayesian estimation, maximum likelihood, and explore uncertainty in ML models for EO.
- Self-supervised Learning: Tapping the Power of Unlabeled Data: Understand supervised vs. self-supervised learning, SSL pipelines, and representation learning.
- From Text to Image and Back: Discover multimodal data integration, remote sensing image generation from text, and change captioning in remote sensing.
- Deep Learning for SAR: Get to know Synthetic Aperture Radar (SAR), speckle reduction, object detection, and recognition using deep learning.
- Machine Learning and Earth Observation for Sustainable Development Goals: Explore how ML and EO contribute to urban mapping, smallholder farming, tenure security, and global glacier mapping.
Join a thriving community of Earth Observation professionals and enhance your skills in this rapidly evolving field.
👉 Enroll now: EO College Course Link