AI Based Symptom Checker App Using NLP and Machine Learning

Authors

  • Mr. A.A. Ahamed Haris Department of Artificial Intelligence and Data Science, Vel Tech High Tech Dr. Rangarajan Dr. Sakunthala Engineering College 60, Vel Tech Road, Avadi, Chennai 600062, Tamilnadu. Author
  • Ms. Bhuvaneshwari B Department of Artificial Intelligence and Data Science, Vel Tech High Tech Dr. Rangarajan Dr. Sakunthala Engineering College 60, Vel Tech Road, Avadi, Chennai 600062, Tamilnadu. Author
  • Ms. Deepthi T Department of Artificial Intelligence and Data Science, Vel Tech High Tech Dr. Rangarajan Dr. Sakunthala Engineering College 60, Vel Tech Road, Avadi, Chennai 600062, Tamilnadu. Author

DOI:

https://doi.org/10.47392/IRJAEH.2026.0338

Keywords:

Artificial Intelligence (AI), Natural Language Processing (NLP), Machine Learning (ML), Disease Prediction, Symptom Analysis, Virtual Medical Assistant, Healthcare Automation, Named Entity Recognition, Predictive Modeling, Health Informatics

Abstract

In the digital age, the need for quick and reliable access to healthcare information is increasingly essential. This project introduces an AI-powered Symptom Checker Application that leverages Natural Language Processing (NLP) and Machine Learning (ML) to interpret user-described symptoms and forecast possible diseases.Through NLP processes such as tokenization, lemmatization, and Named Entity Recognition (NER), the application converts free-form text into structured data. This processed information is then analyzed by ML models like Naïve Bayes, Random Forest, and Support Vector Machine (SVM) to estimate probable medical conditions.Acting as a virtual medical assistant, the system offers users an initial understanding of their health concerns, helping them make informed decisions before consulting a doctor. By integrating AI technologies, the project enhances healthcare accessibility, supports preventive diagnosis, and minimizes misinformation from unreliable sources.

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Published

2026-05-02

How to Cite

AI Based Symptom Checker App Using NLP and Machine Learning. (2026). International Research Journal on Advanced Engineering Hub (IRJAEH), 4(05), 2523-2327. https://doi.org/10.47392/IRJAEH.2026.0338