Inspiration
In today's world, many people experience feelings of isolation. OptimalYou Chat is designed to combat this by analyzing personalized health data from various fitness apps. Our goal is to help users achieve their best possible well-being through tailored recommendations and support.
What it does
OptimalYou Chat leverages personalized health data to help users enhance their well-being. By analyzing information on mood, sleep patterns, and exercise habits, the app provides customized lifestyle recommendations. Users can track health trends over time with intuitive visualizations and summaries, enabling informed decisions for continuous lifestyle improvement.
Challenges we ran into
We faced challenges in accurately recognizing diverse user inputs and optimizing the model for real-time performance
How we built it
We used TensorFlow and Keras for NLP, Python for backend integration, and pandas for data processing. The model was trained on a mental health dataset and deployed with Streamlit.
Accomplishments that we're proud of
We successfully developed a machine learning model capable of tracking and analyzing user fitness data, providing personalized suggestions in a friendly manner. Additionally, we exported the model to the web using Streamlit and created a user-friendly interface, making the application accessible and easy to use.
What's next for OptimalYou chat
We plan to enhance OptimalYou Chat with advanced health tracking features, implement a robust backend to store user chat history, and introduce personalized diet plans. These additions will further support users in achieving their health and wellness goals
Built With
- cloud
- csv
- docker
- gemini
- google-cloud
- keras
- machine-learning
- pandas
- python
- sqlite
- tensorflow
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