This tutorial is a part of a collection the place I’ll discover deep studying functions throughout varied domains, every with its personal mission.
The main target right here is on studying deep Studying and picture classification.
We might have chosen to categorise cats, canines, or flowers, however for this mission, we opted to work with satellite tv for pc photographs as they supply a singular and thrilling problem.
For this, we’ll use the EuroSAT_RGB dataset, generously shared by my buddy Blanchon on Hugging Face. A particular because of him for making this dataset out there to the group, enabling initiatives like this.
On this case, the purpose is to show a mannequin to categorize several types of environments — like forests, rivers, or city areas — based mostly on satellite tv for pc imagery.
Nevertheless, the potential functions of this sort of know-how lengthen far past satellite tv for pc photographs, together with:
- Medical imaging, like detecting tumors in X-rays or MRIs.
- Autonomous automobiles, enabling them to acknowledge roads, obstacles, and pedestrians.
- Retail, for buyer habits evaluation via video footage.
