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Federico Mantovani

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© Federico Mantovani 2025Build: v0.3.0 (production)

Project: DrugRec

Sept 2023 - Feb 2024

React.jsD3.jsFlaskMachine LearningJoy UIMaterial UIChart.jsReChartsJavaScriptPython
Image 41
Main Analysis View
AMR Statistics View
Global Statistics View
Persistence - Manage past analyses
Image 41
AMR Statistics View
Manage Analyses
Manage Analyses

Antimicrobial Recommendation System Dashboard

Sept 2023 - Feb 2024

Antimicrobial Drug Recommendation and Microbial Resistance Analysis Dashboard

Course project in team of four students, building an interactive antimicrobial recommendation system dashboard using React.js and Flask backend for data processing and ML model invocation.

  • Integrates a machine learning (ML) model for antimicrobial drug recommendations based on patient's blood mass spectra
  • Visualize model results in interactive dashboard with information most relevant to health care practicioners
  • Explain ML decisions using SHAP methods