SVM is binary Classifier and here we need to do muti class classification
we have two approaches to solve the classification problems
- one vs one
- one vs rest
we are not using one vs one method here because we have a large dataset and this method has time complexity O(N*2).
so, we are going to use one vs rest method.
- how to read different images from a directory
- How to implement One-vs-one Multiclass classification
- How to use SVM fo image classification
https://github.com/Abheeshth/machine-learning-online/tree/master/Datasets/Images/images
dataset consist four classes:
1. Horse
2. Human
3. Dog
4. Cat