This tutorial is a part of a sequence the place I’ll discover deep studying purposes throughout varied domains, every with its personal venture.
The main focus right here is on studying deep Studying and picture classification.
We may have chosen to categorise cats, canines, or flowers, however for this venture, 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 due to him for making this dataset obtainable to the group, enabling initiatives like this.
On this case, the aim is to show a mannequin to categorize various kinds of environments — like forests, rivers, or city areas — based mostly on satellite tv for pc imagery.
Nonetheless, the potential purposes of the 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 conduct evaluation by way of video footage.
