DEV Community

Cover image for MED-Predict
Anshum Pal
Anshum Pal

Posted on

MED-Predict

πŸš€ My Full-Stack ML Project β€” Feedback Needed!

Hey folks, I’m a young developer currently exploring the worlds of web dev and machine learning. Recently, I built my first full-stack project β€” a Medical Cost Predictor β€” with the goal of learning and eventually turning it into something meaningful for real people.

πŸ› οΈ Tech Stack:

Frontend: React.js

Backend: Flask

Database: MongoDB

ML: A blended regression model using Random Forest & XGBoost

πŸ“Š The model predicts medical costs based on:

Age

BMI

Number of children

Sex

Smoking habits

Region (SW, NW, SE, NE)

βœ… Right now:

You can log in, input health info, and get a cost prediction

The result is stored and visualized on a dashboard with a cost history chart

Data is user-specific and persists via MongoDB

🎯 This started as a practice app, but now I want to make it genuinely helpful. So I'd love some feedback from you:

πŸ” How can I improve it? What features, UX changes, or ML suggestions do you have? πŸ’™ What do you like about the current implementation? 🧠 Any creative ideas to take it a step further?

few photos are posted
! β€” happy to share it if you're curious.

Thank you in advance for your honest and constructive criticism. Every insight helps me grow πŸ™

landing page

login page

signup page

home page

predict page

dashboard page

about page

contact page

Top comments (0)