Organized the images into the respective folders using preprocessing function named folder_creation()
I used transfer learning method for this classification. For this I used retrain.py function released by Tensorflow for retraining a given model.
I used the default parameters for training the model-
Model used: Inception v3.0
Training_steps: 4,000
Learning_rate: 0.01
Testing_percentage: 10
Valiation_percentage: 10
Batch size for training: 100
I have created an inference file for testing the model
python inference.py filename.jpg