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Sambhav-Gautam/AI-Powered_Recipe_Chatbot
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TheAI-Powered Recipe Chatbot is a smart web application designed to recommend recipes based on ingredients, titles, dietary needs, and cuisine preferences. By leveraging Natural Language Processing (NLP), this chatbot allows users to easily query a vast collection of recipes with a conversational interface. It includes a fully preprocessed recipe database, a responsive web interface, and advanced query handling to ensure a smooth and personalized user experience.
- Frontend:
- React (MERN stack)
- HTML5, CSS3, JavaScript
- Material UI for design components
- Backend:
- Node.js
- Express.js (API layer)
- Database:
- MongoDB (For storing recipes and user data)
- NLP Framework:
- Hugging Face Api (For NLP and query handling)
- AI Models:
- Custom recipe recommendation models (For ingredient-based recipe retrieval)
- Hosting/Deployment:
- Vercel for deployment
- Ingredient-Based Recipe Search:
- Users can input a list of available ingredients, and the chatbot suggests recipes that can be made with those ingredients.
- Title-Based Search:
- Users can search for recipes by title or keywords.
- Dietary & Cuisine Preferences:
- Personalized recipe recommendations based on dietary needs (e.g., vegetarian, gluten-free) and cuisine preferences.
- Interactive Chat Interface:
- A conversational interface where users can interact with the chatbot, asking for recipe suggestions or filtering by various parameters.
- Responsive Web Interface:
- Optimized for both desktop and mobile devices, providing a seamless user experience.
- Recipe Saving:
- Users can save their favorite recipes to their profile for easy access.
- Fully Preprocessed Recipe Database:
- A structured and clean dataset containing recipes categorized by ingredients, cuisine, and dietary tags.
- Web Interface (Frontend & Backend):
- A responsive and user-friendly web interface that enables users to interact with the chatbot and retrieve recipe suggestions.
- NLP-Powered Query Handling:
- Integration of Hugging Face API for intelligent query handling and user interaction.
- Interactive Recipe Chatbot:
- A dynamic chatbot capable of understanding and responding to ingredient/title-based queries with personalized recipe suggestions.
To get started with the AI-Powered Recipe Chatbot, follow the steps below:
Ensure you have the following installed on your machine:
- Node.js (v14 or higher)
- MongoDB (for local development, or use MongoDB Atlas for a cloud database)
- React (for frontend development)
- Hugging Face API (for NLP framework)
- Clone the repository:
git clone https://github.com/your-username/AI-Powered-Recipe-Chatbot.gitcd AI-Powered-Recipe-Chatbot
- Install dependencies for both frontend and backend:
Frontend:
cd frontendnpm install
Backend:
cd backendnpm install
Set up environment variables (for database and API keys):
- Create a
.env
file in thebackend
directory and add necessary keys:MONGO_URI=your_mongo_database_uri
- Create a
Run the backend server:
cd backendnode index.js
Run the frontend server:
cd frontendnpm start
The application should now be live athttp://localhost:3000
(or another specified port).
Once the application is running:
- Open the web interface in your browser.
- You can input a list of ingredients or recipe title in the chatbot interface.
- The chatbot will respond with personalized recipe suggestions based on your input.
AI-Powered-Recipe-Chatbot/├── backend/# Backend code (API, NLP)│ ├── controllers/# API controllers for recipe retrieval and user management│ ├── models/# MongoDB models for recipes and users│ ├── routes/# Routes for API endpoints│ ├── index.js# Main server file│ └── .env# Environment variables│├── frontend/# Frontend code (React)│ ├── public/# Static assets (images, etc.)│ ├── src/# Source code for React components│ ├── src/App.js# Main React component│ └── package.json# Frontend dependencies│├── .gitignore# Git ignore file└── README.md# Project documentation
This project is licensed under the MIT License - see theLICENSE file for details.
Best Regards,
Sambhav Gautam
(Creator of the AI-Powered Recipe Chatbot)
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AI Powered Recipe Chatbot
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