Nuturenest
NurtureNest is an AI-powered maternal health platform that provides personalized care, doctor consultations, and wellness resources.
Created on 16th March 2025
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Nuturenest
NurtureNest is an AI-powered maternal health platform that provides personalized care, doctor consultations, and wellness resources.
The problem Nuturenest solves
NurtureNest is designed to simplify maternal healthcare by offering:
Personalized Health Insights – Get tailored health recommendations based on AI-driven clustering.
Doctor Consultations – Quickly connect with healthcare professionals for expert guidance.
parenting resources for a healthier pregnancy.
AI Chatbot for Instant Help – Ask questions anytime and get instant, reliable answers about maternal health.
By using NurtureNest, expecting mothers can experience safer, smarter, and more personalized maternal care—all in one place.
Challenges I ran into
Handling API Authentication Issues
Problem: While integrating external google gemini API, we faced authentication failures due to invalid API keys.
Solution: We carefully reconfigured API keys, updated permissions, and implemented secure key management using environment variables.
Deployment Errors in Streamlit Community Cloud
Problem: Missing dependencies (e.g., streamlit_option_menu) caused deployment failures.
Solution: We generated a requirements.txt file using pip freeze > requirements.txt to ensure all dependencies were installed during deployment.
Optimizing AI-Based Recommendations
Problem: The clustering model sometimes provided inaccurate or generalized recommendations.
Solution: We fine-tuned the Hierarchical Clustering , improving segmentation accuracy with better feature engineering.