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lidiascudiero/README.md

Hi there, I'm Lidia! 👋 🧠

Neuro-Data Scientist | Bridging Human & Machine Intelligence

I am a Data Scientist with a unique background in Cognitive Neuroscience. My approach to AI is deeply rooted in the study of complex systems: I don't just see rows of data; I see behavioral patterns.I treat data as a dynamic signal to be decoded.

The "Neuro" Edge

Leveraging my background in Cognitive Neuroscience, I treat data as a dynamic signal with a rigorous experimental mindset:

  • Behavioral Profiling: Treating machine telemetry as a proxy for system "health behavior."
  • Pattern Recognition: Identifying hidden "rhythms" in noisy, high-volume datasets.
  • Explainability (XAI): Making complex models transparent and actionable for human stakeholders.

Featured Projects

Project Challenge & Data Tech Stack (Algorithms & Tools) Impact & Knowledge Discovery
Predictive Maintenance for Urban Mobility 7.5M Telemetry Logs. Transitioning gates from "fail-and-fix" to proactive maintenance. ML: XGBoost, CatBoost, LightGBM, RF.
DL/TS: LSTM, MiniRocket, sktime.
XAI: SHAP.		 Built a Stakeholder Dashboard (Streamlit/Plotly). Isolated maintenance noise from operational stress for Root-Cause Analysis.
Shelter Intelligence: Adoption Optimization Social AI. Identifying demographic and intake factors influencing animal adoptability. Clustering: K-Means,DBSCAN,Hierarchical .
Classification and Regression: Random Forest, Decision Trees, KNN, SVM, LinearRegression.		 Analyzed factors impacting stay duration and adoption outcomes to optimize resource allocation in shelters.
NeuroPsy-Research Archive Behavioral Data Modeling. Mapping clinical traits to cognitive and perceptual performance and body perception. PsyToolkit, SPSS, Excel.
Paradigms: Posner Task, Memory Task, Shelf Task, ECR- 12, AST, STA-Y2,LCSQ, BDS		 Engineered automated scoring for clinical scales and biometrics. Validated "Healthy is Up" metaphor via spatial categorization and BMI correlations. Mapped attachment style-driven biases in attention (Posner), memory (Old-New), and social interpretation (AST)

Tech Stack & Libraries

Programming & Core Data Science

Python R SQL Pandas NumPy SciPy

ML, AI & NLP

Scikit-Learn Keras TensorFlow sktime SpaCy NLTK

Generative AI & LLM Orchestration

Hugging Face Mistral Cohere

Geospatial & Network Analysis

Folium NetworkX OSMnx Shapely skmobility

BI, Data Analysis & Crawling

DuckDB Excel SPSS Selenium BeautifulSoup

Visualization & Design

Streamlit Plotly Altair Matplotlib Seaborn

Collaboration & Specialized Tools

Git Visual Studio Code Notion Canva Inkscape PsyToolkit

Education

  • Master in Big Data Analytics and AI for Society | University of Pisa
  • MSc in Cognitive Neuroscience and Clinical Neuropsychology | University of Campania

Connect with me

LinkedIn

"Treating data not just as numbers, but as the behavior of a complex system."

Popular repositories Loading

  1. Dog_Shelter_Outcomes Dog_Shelter_Outcomes Public

    End-to-end Predictive Analytics for animal shelters. Exploring behavioral profiles through Clustering, Classification (RF), and Regression. A Master’s project in Big Data & AI.

    Jupyter Notebook

  2. predictive-maintenance-afcs-case-study predictive-maintenance-afcs-case-study Public

    Behavioral profiling and Predictive Maintenance for industrial IoT (7.5M logs). Deep Learning (LSTM/MiniRocket/ TimeSeriesForest) + XAI (SHAP). Features an interactive Streamlit dashboard for histo…

  3. lidiascudiero lidiascudiero Public

  4. neuropsy-research-archive neuropsy-research-archive Public

    NeuroPsy-Research Archive (2022-2023): experimental protocols and behavioral analytics. Bridging Cognitive Neuroscience and Data Science via PsyToolkit scripting.