Technical Skills
Data Science & ML
- Machine Learning
- Deep Learning
- Applied Statistics
- Data Visualization
- Python
Computational Biology
- Metabolic Modeling (COBRA)
- Genome Scale Models
- Bioinformatics
- High-throughput Data Analysis
- Cancer Metabolism Focus
Software & Computing
- Computer Science Fundamentals
- Software Engineering Principles
- Version Control (Git)
- Problem Solving
Work Experience
PhD Student Candidate
École polytechnique fédérale de Lausanne - EPFL (Switzerland)
Research focused on genome-scale metabolic models for cancer research at the Laboratory of Computational Systems Biotechnology (LCSB).
- Computational Systems Biotechnology
- Metabolic modeling
- Cellular signaling
- Human Cancer Metabolism
Teacher - Electronics and Telecommunications
Ministry of Education and Merit, Milan (Italy)
Teaching position at Istituto di Istruzione Superiore Luigi Galvani.
Education
M.Sc. in Data Science
University of Milano-Bicocca (UniMiB) - 110/110 Cum Laude
Included Erasmus studies at Högskolan i Skövde (Sweden)
Thesis: Leveraging high-throughput data and unsupervised learning to characterize cancer metabolic heterogeneity.
- Machine Learning in Biology
- Omics Data Analysis
- Unsupervised Learning
B.Sc. in Computer Science
University of Milano-Bicocca (UniMiB) - 107/110
Thesis: Sampling strategies to tackle the False Discovery Rate in metabolic model analysis.
- Algorithms and Data Structures
- Programming
- Foundations of Computational Statistics
Publications
Under review by Oxford Bioinformatics
Journal of Biomedical Informatics
DOI: 10.1016/j.jbi.2024.104597Machine Learning, Optimization, and Data Science (LOD)
DOI: 10.1007/978-3-031-25891-6_18Relevant Projects
Google Summer of Code Contributor
National Resource For Network Biology (NRNB)
Developed the **Cobraxy** tool for integrating COBRApy and Marea4Galaxy. Implemented metabolic flux enrichment analysis and COBRA modeling within the Galaxy platform.
- Python, COBRApy, Galaxy Framework
- Metabolic Flux Enrichment Analysis
- Constraint-Based Modeling Tools