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