“Anything that inhibits a plant from functioning to its true capacity” is the concept of a plant disease. It is extremely frustrating for farmers to put so much time and effort into a crop only for it to fail. Because of this, it is essential to grow enough crops to feed such a large population without incurring losses. However, as time passes, many diseases spread among plants, halting the development of agricultural plants. Since infections cannot be prevented, disease diagnosis is crucial in the agricultural sector. Our research not only describes the illness but also offers links to an online merchant of fertilizers and a potential course of therapy. Our study intends to support the agricultural business through the early diagnosis and treatment of plant diseases utilizing convolutional neural networks, which are used for feature extraction.