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