Fullstack Mobile AppCompleted
OutfitMaker
OutfitMaker is a larger mobile application project that combines frontend, backend and an additional service responsible for color and style analysis. The project helped me better understand the architecture of a system made of several parts: a mobile app, an API, outfit matching logic and image processing. Thanks to this project, I learned how to plan communication between services and think about an application as a full product, not just an interface.
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 several environments: mobile app, backend and AI service
- Creating logic for matching clothes with weather conditions
- Managing a complex structure of categories and preferences
- Optimizing communication between services
Solutions
- Splitting the system into independent parts responsible for specific tasks
- Optimized matching algorithms
- Unified wardrobe tagging system
- Automatic image processing for better visual consistency