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1lauraog15-cloud/README.md

Laura Ortega

Music & AI · Data Science · Python Developer

📍 Barcelona  |  ✉️ laura.ortega.garre@gmail.com  |  LinkedIn  |  Website


About me

Professional pianist (classical and flamenco) transitioning into data science and AI. Piano performance and programming share a common foundation: analytical rigour, pattern recognition, and discipline in complex structures. I hold a Título Superior in Piano Performance (GPA 9/10), a Master's in Advanced Artistic Studies in Flamenco — Flamenco Piano from ESMUC (GPA 9.5/10), and a Master's in Neuromusic (UCAM, 60 ECTS, título propio) — genuine domain expertise in audio and music that I bring to technical work where that background actually adds value.

Currently completing the Data Science Career Accelerator — University of Cambridge Professional and Continuing Education (PACE), an intensive, project-based professional certificate (non-credit), alongside strong Python fundamentals from Escuela Musk.

My current focus is Music Information Retrieval: applying machine learning to flamenco audio, with a view to doctoral research in computational musicology.

Technical skills

  • Python — advanced concepts, OOP, modules, file handling, JSON/CSV, automation
  • Data Science & ML — scikit-learn pipelines, clustering (K-Means, hierarchical), dimensionality reduction (PCA, t-SNE), classification, model evaluation
  • Web & APIs — Flask, Django fundamentals, REST APIs
  • DevOps — Git/GitHub, Linux, Docker, CI/CD (GitHub Actions)
  • Audio & Music (specialisation) — librosa, audio feature extraction (MFCCs, chroma, spectral features), music theory applied to ML

Python pandas scikit-learn Django OpenAI Git

Featured projects

  • 🎸 flamenco-classifier — automatic classification of flamenco palos (soleares, seguiriyas, bulerías, alegrías) from audio. Features are grounded in music theory rather than picked blind — Phrygian mode and the Andalusian cadence, position of the metric close within the 12-beat compás — and fed to a Random Forest: cross-validated F1-macro 0.645. Live demo — upload a track and get the predicted palo with its probabilities.
  • 🎤 cante-embeddings — embeddings of a cantaor's interpretive identity (who is singing, not which palo), built by fine-tuning pretrained OpenL3 features with a triplet-loss projection head. Closed-set pairwise verification: AUC 0.80, with the small-sample limitations documented rather than glossed over.
  • 🔍 Customer Segmentation with Clustering — course mini-project: unsupervised ML on a 951K-row e-commerce dataset; K-Means + hierarchical clustering, PCA/t-SNE, translated into a marketing strategy.

📌 See all pinned repositories below for the full picture.


Open to Python / Data Science / Machine Learning opportunities — let's connect on LinkedIn.

Pinned Loading

  1. customer-segmentation-clustering customer-segmentation-clustering Public

    business project: customer segmentation with clustering

    Jupyter Notebook

  2. flamenco-classifier flamenco-classifier Public

    Feature extraction pipeline for automatic flamenco palo classification (cante100 dataset)

    Python

  3. cante-embeddings cante-embeddings Public

    Cante Style Embeddings - Cantaor Identification

    Jupyter Notebook

  4. asistente-ia asistente-ia Public

    AI-assistant

    Python

  5. PROYECTO-FINAL-MUSK-LAURA PROYECTO-FINAL-MUSK-LAURA Public

    Forked from jorloicono/PROYECTO-FINAL-MUSK

    proyecto-final-Laura

    Python

  6. library-api-drf library-api-drf Public

    proyecto library API DRF

    Python