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Artificial Intelligence · Major Project

Healthcare Chatbot with Diet Planner

Conversational symptom checker that also builds a weekly meal plan

3-4 weeks build

Overview

A chat assistant that extracts symptoms from free text, maps them to likely conditions with a trained classifier, and hands off to a diet planner that respects allergies and preferences. It is an academic prototype that always recommends seeing a doctor, and every suggestion shows which symptoms drove it.

What makes it stand up

  • 01Symptom extraction from natural-language messages with synonym handling
  • 02Disease classifier trained on a public symptom-disease dataset
  • 03Diet planner that filters meals by allergy, cuisine and calorie target
  • 04Guard-railed replies that flag red-flag symptoms and refer to a doctor
  • 05Framed as a screening and learning prototype, not a diagnostic tool

Module breakdown

  1. 01

    Dialogue manager

    Intent detection, slot filling and follow-up questions.

  2. 02

    Symptom parser

    Keyword and embedding matching against a symptom vocabulary.

  3. 03

    Prediction engine

    Multi-class classifier with top-k conditions and confidence.

  4. 04

    Diet planner

    Rule-based meal selection from a nutrition table per goal.

  5. 05

    Chat interface

    React chat UI with history, disclaimers and plan export.

After this, you will be able to

  • Explain how intent detection and slot filling structure a conversation
  • Defend your safety guard rails and referral wording in a viva
  • Demo a full chat from symptoms to a printable diet plan

Technology stack

  • Python
  • LangChain
  • scikit-learn
  • FastAPI
  • React
  • MongoDB

Complete kit

₹7,499₹12,999
-42%

Delivered in under 48 hours

Level
Major Project
Domain
Artificial Intelligence
Build time
3-4 weeks
Difficulty

You receive

  • Complete, commented source code
  • 60-90 page project report (IEEE format)
  • Editable presentation deck
  • Architecture, ER and UML diagrams
  • Local setup and deployment guide
  • Sample dataset or seed data
  • Viva question bank with answers
  • One 45-minute walkthrough call
  • 30 days of doubt-clearing support
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