Pedro I. Aguilera
Design · Data · Music
Summary
From physical systems to data systems and music. 3D modelling, FEA, Python, ML. Open-source advocate, three languages.
Languages
Education
Data Analytics Bootcamp
WBS Coding School
Data cleaning, exploration and visualization with Python and Pandas; SQL; interactive dashboards with Tableau; Agile methodologies and GitHub.
Machine Learning Developer with Python
freeCodeCamp
NLP text classifier, Markov-model player, image classifier, KNN book recommender and linear-regression health cost calculator.
Mechanical Engineering
Universidad Central de Venezuela
Diploma thesis: "Design and construction of a transport solution for bicycle touring equipment", using 3D modelling and FEA.
Experience
Musician
Theater in den Bergen · Ehrsberg, Germany
- Performed live music for "Ehrsberg ist Überall", collaborating with actors, directors and technical teams.
- Adapted musical arrangements for theater and contributed to creative sound design and on-stage improvisation.
Mechanical Designer / Constructor
1st Flow Energy Solutions GmbH · Malterdingen, Germany
- Designed and developed plates for vanadium redox flow batteries (VRFB), focusing on stack optimization.
- Developed a VBA-based PDM software integrated with SolidWorks for part numbering and classification.
- Completed specialized training in SolidWorks piping design.
Mechanical Designer / Constructor
Ernst Knoll Feinmechanik GmbH · Umkirch, Germany
- Constructive improvement of series components in the sports machinery division.
- Implemented a communication interface for decentralized energy storage systems, commissioned on embedded Linux (RevPi Core).
- Source code management with Git and documentation in Atlassian Confluence.
Assembly Worker
Medireha GmbH · Umkirch, Germany
- Assembled and inspected medical devices for leg mobility restoration, following quality standards.
- Managed material handling and initiated reorder processes.
Mathematics Tutor
CICED Matemática Preu · Cusco, Peru
- Mathematics support for university entrance preparation, adapting to a different local curriculum.
Musician (Independent)
South America
- Toured several cities in South America, managing my own artistic project independently.
Service Engineer
Maquiriegos Esagar · Acarigua, Venezuela
- Design, installation, maintenance and repair of automatic irrigation systems.
Projects
From Headlines to Headphones
Data Science & NLP Project
- Investigation of the interplay between global events and musical success by integrating and analyzing data from large-scale events and music datasets (1990-2024).
- Use of modern data processing, NLP, and embedding techniques to extract insights on how real-world events influence music popularity over time.
Soundgauallee
Popsteady Ska · Freiburg, Germany
- Live performances, rehearsals, and studio recordings.
Self-hosted Homelab
Docker Infrastructure
- Automated deployment and orchestration of containerized services via Docker Compose.
- Management of networks, volumes, reverse proxies, and service discovery for self-hosted services.
- Automated backups, monitoring, and rolling updates for highly available self-hosted infrastructure.
Certifications (selected)
- Data Analytics Bootcamp · WBS Coding School
- Using Python for Automation · LinkedIn Learning
- Statistics Foundations 1: The Basics · LinkedIn Learning
- The Data Science of Experimental Design · LinkedIn Learning
- Neural Networks and Deep Learning · Coursera / DeepLearning.AI
- Building Your Career in Music: Developing a Brand · Coursera / Berklee
- Pro Tools Basics · Coursera / Berklee
- The Art of Music Production · Coursera / Berklee
- Mindshift: Break Through Obstacles to Learning · Coursera
- Successful Negotiation: Essential Strategies and Skills · Coursera / University of Michigan
- Machine Learning Developer with Python · freeCodeCamp
- Songwriting: Writing the Lyrics · Coursera / Berklee
- Professional Recognition · Ingenieurkammer Baden-Württemberg
- Life in Germany Test · BAMF
Skills
Design
Mechanical Engineering
SolidWorks - CREO Elements - FreeCAD
Data Science
Python (Matplotlib - Seaborn - Pandas - NumPy - spaCy - scikit-learn - TensorFlow - PyTorch) - Tableau - Grafana - Docker - Git - Bash
Music & Audio
Bass - Cuatro - Reaper - Ardour - Audacity - LMMS - MuseScore - DAW - RaySession - Live performance