Designing an ideal meal plan is not one-size-fits-all. Factors like age, BMI, activity levels, dietary restrictions (e.g., vegan, keto), allergies, and fitness goals must be considered. Manual meal planning can be overwhelming, while automated diet suggestions powered by AI can simplify healthy living.
The system collects user health data, fitness goals, and preferences. Machine learning algorithms generate tailored meal plans by optimizing nutritional values, calorie targets, and macronutrient splits (protein, carbs, fats). Users receive daily or weekly meal recommendations with recipe suggestions and grocery lists.
Offer diet plans based on user-specific fitness goals like weight loss, muscle gain, diabetes control, or general wellness.
Automatically adjust meal plans if users change preferences, caloric goals, or report allergies/intolerances.
Generate shopping lists and recipes to make meal preparation easy and organized.
Adapt meal plans based on user feedback, meal ratings, and health progress tracking over time.
Users input their health profile, fitness goals, and dietary preferences. The AI engine generates customized meal plans optimized for daily calorie and macronutrient goals. Users receive daily meal schedules, recipes, and can adjust meals based on real-time feedback or preferences.
Next.js, React.js for health profile setup, dynamic meal plan dashboards, and nutrition charts
Python (Flask/Django), Scikit-Learn, TensorFlow for meal recommendation models and optimization
USDA FoodData Central API, Spoonacular API, or Edamam Nutrition API for food item data
Firebase Authentication or JWT-based auth for user signup/login and profile management
Collect detailed health, fitness, and dietary preferences from the user via onboarding forms.
Use Mifflin-St Jeor or Harris-Benedict formulas to calculate BMR, TDEE, and macronutrient needs.
Train recommendation models on meal databases to suggest daily menus optimized for nutrition goals.
Display interactive daily/weekly meal plans, shopping lists, recipe instructions, and adjustment options.
Incorporate user feedback loops to refine future meal plans and track weight, body metrics progress.
Start your journey toward building an AI-driven personalized diet and fitness planner platform today!
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