Satellite tv for pc Picture Classification Utilizing Deep Studying | By Leo Anello | Medium
This tutorial is a part of a sequence the place I’ll discover deep studying purposes throughout numerous domains, every with its personal undertaking.
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 undertaking, we opted to work with satellite tv for pc pictures 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 due to him for making this dataset accessible to the group, enabling initiatives like this.
On this case, the objective 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 the sort of expertise lengthen 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 conduct evaluation by means of video footage.
