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Meal recommendation app, created during HackaTUM, that uses a hybrid recommendation system and combines React, FastAPI, and speech technologies for an enhanced, accessible user experience.

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SmartTaste

SmartTaste is an innovative app developed during HackaTUM, aiming to revolutionize the meal recommendation experience for Hello Fresh users. By leveraging a hybrid recommendation system, SmartTaste offers personalized meal suggestions based on user preferences, learned dynamically through user interactions.

Technologies Used

  • Frontend: React
  • Backend: FastAPI
  • Recommendation System: A hybrid approach combining content-based and collaborative filtering
  • Accessibility Features: Speech-to-text and Text-to-Speech integrations, OpenAI Assistant API

Project Stack

  • Frontend: React.js for a responsive and interactive user interface
  • Backend: FastAPI for efficient and scalable server-side operations
  • Database: SQL Alchemy for ORM + SQLite for dev environment
  • APIs: OpenAI Assistant API for enhanced user interaction and accessibility

Features

  1. Hybrid Recommender System: Combines user preferences and collaborative data to suggest the perfect meals.
  2. Gamified User Onboarding: Simplifies the initial interaction while collecting valuable data for the recommendation algorithm.
  3. Accessibility Support: Ensures an inclusive experience for users with visual impairments through advanced speech technologies.

Screenshots and GIFs

Below are some glimpses of SmartTaste in action:

Getting Started

TODO

Contributions

This project was made possible by the dedicated efforts of Level11 and Fabio. Special thanks to HackaTUM and Hello Fresh for providing the challenge and support.

Additional Information

For more details about the hackathon and our project, check out our submission on DevPost: https://devpost.com/software/level11

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Meal recommendation app, created during HackaTUM, that uses a hybrid recommendation system and combines React, FastAPI, and speech technologies for an enhanced, accessible user experience.

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