Achieved 99% Accuracy on test set.
Deep Learning can be extend to agriculture sector. There are lot of opportunities like detecting the leaf disease, detecting the weeds in the field, detecting the pest on plants, and many more.
Here, I tried to detect leaf disease. Used fastai.vision library for training a Convolutional Neural Network on 'PlantVillage Disease Classification' dataset which was used in the competition on Crowdai.
Dataset is available here on Kaggle.
And code is available here on Colaboratory.
I have mount the colaboratory with google drive and used kaggle-api to directly download the dataset to google drive without even using our local machine.