This tutorial is a part of a collection the place I’ll discover deep studying functions throughout numerous domains, every with its personal undertaking.
The main focus right here is on studying deep Studying and picture classification.
We might have chosen to categorise cats, canines, or flowers, however for this undertaking, we opted to work with satellite tv for pc pictures 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 accessible to the group, enabling tasks like this.
On this case, the aim 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 prolong far past satellite tv for pc pictures, 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 by way of video footage.
