These lectures are an introduction to Deep Learning and Computer Vision for Earth Observation.

My Contacts

• Twitter (I post about AI/ML/DL and Physics)
• LinkedIn (same as twitter, but with a more serious profile pic)
• Instagram (I talk about the contrast between technology and nature)

AI for Climate

• Pi School Project (EU) - Part 1
• Pi School Project (EU) - Part 2 (XAI exploration)

Slides

• Basics of DL slides

Notebooks

• Lecture 1: Deep Learning Basics with PyTorch
• Lecture 2: Coding a NN from scratch in PyTorch: Iceberg Classifier
• Lecture 3: UNET Clouds Segmentation

Appendix

• Appendix A: Convolutional layers from scratch

Visual Transformers (ViT) for Earth Observation & RS

• ViT for Remote Sensing Images

Deep Learning References