In this paper, the main focus has been placed on the detection of various diseases in paddy such as bacterial leaf blight, bacterial leaf streak etc., using Convolutional Neural Networks. Detection by the human eye may not always be timely and accurate, but detection using an automated process at regular intervals of time may prevent significant crop losses due to these diseases.