Nutrition Analyzer

ABSTRACT: The Nutrition Analyzer with Image Classification simplifies dietary decision-making by integrating machine learning and personalized health management. The system identifies fruits and vegetables through image uploads, predicts nutritional content, and provides personalized diet recommendations based on user profiles. A unique disease-specific module offers tailored dietary advice for medical conditions. Using TensorFlow, Keras, and Streamlit for development, the project demonstrates the feasibility of combining AI and health management. While results were promising, challenges like misclassification and dataset limitations emerged. Future enhancements aim to refine accuracy, expand databases, and improve the disease-specific module for broader applicability.

Authors

Publication Details

Journal
INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT
Published
2025-05-19
DOI
https://doi.org/10.55041/ijsrem48148
Primary Topic
Nutritional Studies and Diet
Type
article
Field-Weighted Citation Impact
0.00
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article

Nutrition Analyzer

P S Prasad
INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT
Nutritional Studies and Diet
article

Nutrition Analyzer

P S Prasad
article en

Abstract

ABSTRACT: The Nutrition Analyzer with Image Classification simplifies dietary decision-making by integrating machine learning and personalized health management. The system identifies fruits and vegetables through image uploads, predicts nutritional content, and provides personalized diet recommendations based on user profiles. A unique disease-specific module offers tailored dietary advice for medical conditions. Using TensorFlow, Keras, and Streamlit for development, the project demonstrates the feasibility of combining AI and health management. While results were promising, challenges like misclassification and dataset limitations emerged. Future enhancements aim to refine accuracy, expand databases, and improve the disease-specific module for broader applicability.

INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENTVol. 09(05)
Openalex Percentile: Top 85%
Nutritional Studies and Diet
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