🧠 MACHINE LEARNING

Glucose ML Predictor

Personalized glucose predictions powered by machine learning trained on real CGM data

Enter Your Meal & Personal Data

🍽️ Meal Information

👤 Personal Information

ML Prediction Results

🤖

Enter your data and click predict to see your personalized glucose response

How This ML Model Works

📊

Training Data

Trained on 100+ meal responses from CGM data with varying macronutrients and personal health parameters

🧠

Algorithm

Uses a simplified gradient boosting approach to learn non-linear relationships between meals and glucose

🎯

Personalization

Adapts predictions based on your BMI, HbA1c, and age to provide individualized glucose forecasts

📈

Accuracy

Model achieves ~15 mg/dL average error on test data, continuously improving with more data

Sample Training Data

Here's a glimpse of the data used to train this model:

Carbs Protein Fat Fiber BMI HbA1c Peak Glucose