AI/ML
Nutrition AI App
AIMachine LearningHealthNutritionMobile App
Role
Fullstack Developer
Technologies
AIMachine LearningHealthNutritionMobile App
Links
Overview
AI-powered nutrition tracking and meal planning application.
The Challenge
Manual food logging in traditional fitness apps is tedious and prone to human error, causing over 70% of users to abandon dietary tracking within their first week.
System Architecture
The Solution
Multimodal Visual Recognition: Integrated GPT-4 Vision with custom few-shot dietary prompting to detect complex Asian and Western cuisine dishes. Portion Size Estimation: Used reference object detection to calculate accurate portion sizing and calorie density. Personalized Macro Targets: Automatically adjusted daily calorie and nutrient goals based on user metabolic rate and fitness milestones.
Key Features
- 1Snap & Log: Complete meal analysis generated in under 2.5 seconds
- 2Barcode Scanner Fallback
- 3Weekly Progress Analytics
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