Fullstack Mobile AppCompleted
OutfitMaker
React Native frontend, Node.js API, Python service for color and style analysis. The interesting problem was getting the three parts to talk reliably. Especially the image processing pipeline between the mobile app and the Python backend. Biggest project I've built.
Jun 2025 — Nov 2025
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Tech stack
React NativeExpoNode.jsExpressPythonFastAPISupabasescikit-learn
Key features
- Outfit generation based on current weather
- Virtual wardrobe with photo upload
- AI-powered recommendations
- Saving and sharing ready outfits
- Consistent and modern design system
- Color and style analysis using ML
- Image processing in Python
Challenges
- Integrating three separate environments: mobile app, API and AI service
- Creating reliable logic for matching clothes with weather conditions
- Managing a complex structure of categories and preferences
- Optimizing communication between services
Solutions
- Clear service boundaries. Each part does one thing.
- Optimized matching algorithms for fast recommendations
- Unified wardrobe tagging system
- Automatic image processing for consistent wardrobe photos