Skip to content
View ignacio-serrano-rodriguez's full-sized avatar
:electron:
Developing
:electron:
Developing

Highlights

  • Pro

Block or report ignacio-serrano-rodriguez

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don't include any personal information such as legal names or email addresses. Markdown supported. This note will be visible to only you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse

Hello world, I am Ignacio Serrano Rodríguez

MLOps & Python Backend Developer

I am passionate about bridging the gap between Artificial Intelligence and production-ready software. I specialize in building robust backend architectures and integrating Machine Learning models into real-world applications.

In Woodea I am focused on developing scalable APIs and implementing AI-driven integrations like RAG systems. Additionally, as a volunteer at VOST Euskadi, I engineered automated emergency alert systems utilizing real-time data analytics.

My expertise lies in transforming complex data and AI models (like YOLOv11 and PyTorch) into functional, deployable backend solutions.

I am currently expanding my technical capabilities by pursuing an official specialization in AI & Big Data, and I am actively seeking my next challenge where I can contribute to innovative, data-driven backend projects.

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