Chhaya Singh
ParticipantChhaya Singh
COVID-19 Severity Predictor
COVID-19 Severity Predictor
Individual
May 30, 2025 at 05:30 AM
Project Demo
Technology Stack
-Scikit-learn – for building ML models (Random Forest, Gradient Boosting, Logistic Regression) -SMOTE – to handle class imbalance and improve fairness -VotingClassifier – to boost accuracy using ensemble learning -SimpleImputer – to handle missing data smartly -Streamlit – for building an interactive, user-friendly web app
Submission Details
hear-about-us
name
Chhaya Singh
linkedIn-profile
Project Title
COVID-19 Severity Predictor
Describe what your project does?
üö® COVID-19 Severity Predictor ‚Äì Fast, Accurate, Life-Saving AI Tool This AI-powered web app helps users instantly assess the severity of COVID-19 symptoms ‚Äî just by selecting basic details like fever, cough, age group, and contact history. Using powerful machine learning models like Random Forest, Gradient Boosting, and Logistic Regression, combined in a Voting Ensemble, it delivers real-time predictions of symptom severity: No Symptom, Mild, Moderate, or Severe. ‚ú® Built with Streamlit, SMOTE, and real-world data, the tool is: ‚úÖ Lightweight ‚úÖ Free & Accessible ‚úÖ Designed to support fast health decisions and reduce panic In a time when awareness and early detection are critical, this app offers a practical AI solution to a real public health challenge.
What AI tools did you use?
-Scikit-learn – for building ML models (Random Forest, Gradient Boosting, Logistic Regression) -SMOTE – to handle class imbalance and improve fairness -VotingClassifier – to boost accuracy using ensemble learning -SimpleImputer – to handle missing data smartly -Streamlit – for building an interactive, user-friendly web app
Share a 3–5 minute demo video (Google Drive link only) explaining your core idea, tools used, challenges faced, and how you improved your solution — make sure the link is viewable.
Is this project your original and proprietary work?
Yes
Does it include any private, sensitive, or restricted code or content?
No
Do you give us (AI Demos) permission to feature your work on our website and share it with our community (with full credit)?
Yes
Do you consent to us showcasing your name/profile on our social media platforms and YouTube
Yes