Stefano Lodi

Tesi di Laurea Magistrale

• "Application of Predictive Analytics Methods to a B2B Manufacturing Company: From ARIMA Models to Neural Networks
• A Bank's Journey: From ETL Processes to the Deployment of Machine Learning Algorithms for Predicting Client Default in an Unbalanced Dataset Setting
• A clustering aggregation algorithm on neutral-atoms and annealing quantum processors
• A Comparative Study of Machine Learning Models for Breast Cancer Diagnosis from Mammogram Images: Supervised vs Self-Supervised Approaches
• A strategy for efficient matching and bootstrapping in a Target Trial Emulation framework
• Advancements in medical image segmentation: a deep learning approach to melanoma detection
• An application and privacy evaluation of a Conditional Tabular Generative Adversarial Network (CTGAN)
• Analytics Engineering in a Modern Data Team
• Anomaly Detection: A Case Study in Transactional Data Analysis
• Automating Email Classification for INFN CNAF User Support Using Machine Learning
• Benchmarking of D-Wave's and IBM's devices on known Quantum solutions to NP-complete problems
• Development and validation of a prediction algorithm to raise the suspect of ovarian cancer in primary care
• Development of a Fraud Monitoring and Detection System based on the Analysis and Application of Machine Learning Models for Audio Transcription and Anomaly Detection
• Enhancing Acute Lymphoblastic Leukemia Image Classification with Explainable AI and Uncertainty Quantification
• Experimenting with CutPaste: Self-Supervision in the Context of Anomaly Detection
• Extracting information from documents using Retrieval Augmented Generation (RAG) and Large Language Models (LLM)
• generative ai and automatic tagging: an efficient approach to advertisement matching
• input and output validation for llm and rag systems: a case study on job posting generation
• Knowledge Graph-based RAG: text-to-Cypher Models Comparison
• League of Legends Oracle: Advanced Analytics to Predict Match Outcomes
• Machine Learning applications in the automotive industry
• Performing anomaly detection on logs from an analytical platform
• Quantum Neural Networks for Data-Efficient Image Classification
• Research on a Short Video Recommendation Algorithm Based on the Spark Platform
• Retail Analytics using Machine Learning and Microsoft Fabric
• Revolutionizing Business Strategy Application: Generative AI for SQL Mapping on GA4 Data
• Transformer models and text clustering: an approach based on quantized GPT-2
• Unstructured Insurance Policies Processing Using Prompt Engineering and Large Language Models: A ChatGPT Proof of Concept
• Unsupervised Methods for Sentiment Analysis and Supervised Methods for Irony Detection
• Zero-Shot Learning for Automated Screening in Systematic Reviews