projects

Some projects shown here are based on professional work developed within companies. To respect confidentiality agreements, descriptions and figures have been anonymized and are intended to illustrate methodology and problem-solving approaches.

work

PRISMA Review with LLM & RAG

Research framework designed to automate and standardize the systematic literature review process according to PRISMA 2020.

LLMs RAG PRISMA

Reinforcement Learning

A PPO agent trained in a crop-soil digital twin to learn weather-aware irrigation policies from limited field data.

PPO Digital Twin Reinforcement Learning

Full MLOps Workflow

Advanced data integration and predictive modeling for precision irrigation using physical and machine learning approaches.

MLOps Forecasting APIs

AI Agents for Agritech

An advanced Multi-Agent Assistant leveraging AI agents, APIs, and RAG for precise agricultural insights.

AI Agents RAG LangGraph

DSS for Irrigation

Development and comparative evaluation of Fuzzy Logic (Mamdani) and Neuro-Adaptive (ANFIS) decision support systems for agriculture.

Fuzzy Logic ANFIS Irrigation

IoT Data Analysis

Classical data analysis project focused on data quality assessment and validation of an automated irrigation algorithm.

Data Quality IoT Statistics

Spatial Interpolation

Comparative analysis of geostatistical algorithms to transform sparse sensor data into continuous surface maps.

Kriging Geospatial Python

Time Series Forecasting

Time-series forecasting project comparing Statistical Models (ARIMAX) and Machine Learning for soil water content prediction.

Time Series XGBoost LSTM

BI Financial Dashboard

End-to-end design and implementation of an interactive Power BI dashboard for executive financial reporting.

Power BI SQL DAX

Census Quality Framework

Data quality assessment and weighting methodology for the Italian Integrated System of Registers (SIR) based on the Austrian Framework.

Data Quality R Official Statistics

university

Real Estate Forecasting

Master's Thesis on comparative analysis between Spatial Econometrics and Machine Learning models for housing price prediction.

Forecasting Spatial Econometrics Machine Learning

Migration & Demographics

Bachelor's Thesis analyzing the statistical impact of international migration flows on the demographic structure of Italian provinces.

Demography GLM R

NBA Database Architecture

Comprehensive database design project comparing Relational (SQL) and NoSQL paradigms for managing NBA sports analytics data.

SQL MongoDB Data Modeling

For public code and additional experiments, see my GitHub repositories.