Harnessing Deep Learning for Early Disease Diagnosis

A chatbot is an interactive system that relies on AI and is aimed at replicating human communication with the users via text messages, without the involvement of humans.A user of primary task must help chatbot by responding to questions it asked.Chatbots are utilized across a variety of fields, and in this case it is being applied to health services.It is involved in interaction with user who is experiencing disease, and is able to identify symptoms using natural language treatment (NLP).Based on the convolution neural network (CNN) nervous network model, the chatbot can predict diseases and recommend the appropriate medications.While it is able to predict diseases like any doctor can.The app is also has a clinical role to help the user save time and money by not engaging in unnecessary medical trips.One exciting aspect about the chatbot is that it will be able to diagnose any disease in the dataset.Existing chatbots provide similar services to diagnosing diseases; however, they merely respond to the user without asking follow-up questions to suggest medications or to gain a clearer understanding of your situation regarding health.This chatbot serves to minimize those constraints and increase the effectiveness in diagnosing disease.The system produced 95% accuracy and an F1 score of 96% using CNN models.By using performance measurements, it will provide a somewhat meaningful and effective recommendation.The use an of an advanced, AI driven diagnostic system with early illness diagnosis is a necessity and an important.