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Hello world, I am Ignacio Serrano Rodríguez

Backend Developer & Data Scientist

I specialize in building scalable, production-ready platforms at the intersection of Backend Development and Data Science. My work at Woodea focuses on robust backend architecture and APIs, while as a volunteer Data Scientist at VOST Euskadi, I develop automated emergency alert systems with real-time analytics and AI-driven automation. My expertise spans advanced data processing, MLOps, and deploying intelligent solutions for critical domains.

  • Contributor to computer vision, backend API, educational AI, and data engineering projects.
  • Advocate for technical excellence and best practices through documentation and deployment guides.
  • Active participant in open source, edtech, and public safety technology communities.

Featured Projects

  • Smart transportation: multi-class detection, tracking, and analytics with YOLOv11 and CUDA optimization.
  • Advanced features: occlusion handling, ROI-based counting, anti-drift, IoU-based accuracy tuning.
  • Inclusive chatbot for NEAE educational support using Retrieval-Augmented Generation with LLMs and vector databases.
  • Full-stack collaborative analytics: Angular frontend, Symfony API, MariaDB, Docker and PowerShell automation.

Technical Stack

Backend Development

Python • Flask • FastAPI • Django • SQLAlchemy
MySQL • PostgreSQL • Redis • RESTful APIs
Microservices • Async Processing • API Security

Machine Learning & Deep Learning

TensorFlow • PyTorch • Scikit-Learn • Keras • NumPy • Pandas
Data Modeling • Feature Engineering • Stats Analysis
MLOps • Model Deployment • Real-Time Pipelines

Big Data

Apache Spark • Apache Kafka • Airflow
ETL • Batch & Real-Time Processing • Hadoop
Cassandra • ClickHouse • Data Lakes

DevOps & Cloud

AWS • Azure • Docker • Kubernetes • MLflow
CI/CD • Infra as Code • Containerized Deployment
Monitoring • Logging • Scalability

Automation & Testing

Pytest • Integration Testing • Test Automation
Data Quality • Validation • Agile Workflows

Languages

  • Spanish: Native
  • English: Fluent

Pinned Loading

  1. yolo11-rotonda yolo11-rotonda Public

    Python project for real-time roundabout detection in traffic scenes using the YOLO deep learning architecture. It enables automated analysis and object detection for intelligent transportation and …

    Python

  2. flask flask Public

    Flask web application project demonstrating core backend concepts including routing, URL parameters, HTTP methods, Jinja2, API endpoints, etc.

    Python

  3. data-burst data-burst Public

    Web app for collaborative list creation and item rating using Symfony, Angular, and MariaDB. Enables users to build, share, and evaluate customizable collections with public/private sharing, collab…

    PHP

  4. asistente-neae asistente-neae Public

    AI-powered web assistant for educators and families in Andalucía, focused on NEAE (Special Educational Support Needs). Provides real-time guidance, curricular adaptations, and expert resources via …

    JavaScript