This tutorial is a part of a sequence the place I’ll discover deep studying purposes throughout numerous domains, every with its personal challenge.
The main focus right here is on studying deep Studying and picture classification.
We may have chosen to categorise cats, canine, or flowers, however for this challenge, 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 pal Blanchon on Hugging Face. A particular due to him for making this dataset out there to the group, enabling initiatives like this.
On this case, the aim 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.
Nevertheless, the potential purposes of one of these expertise prolong 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 conduct evaluation by video footage.