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 focuses on robust backend architecture, APIs, and AI-driven automation for critical domains.

GitHub LinkedIn
Top Expertise
PythonSQLLinuxMachine LearningDeep Learning

#Featured Projects

Real-Time Vehicle Tracking System

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Stack: YOLOv11, CUDA, OpenCV, PyTorch

Smart transportation system featuring multi-class detection, tracking, occlusion handling, and ROI-based counting using computer vision.

Educational AI Assistant

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Stack: LLMs, RAG, Vector DBs

Inclusive chatbot for NEAE educational support using Retrieval-Augmented Generation to assist students with specific needs.

Social Network Data Platform

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Stack: Angular, Symfony, MariaDB, Docker

Full-stack collaborative analytics platform with automated deployment via PowerShell and containerized environments.

#Technical Stack

Backend Development
FlaskFastAPIDjangoSQLAlchemyMySQLPostgreSQLRedisRESTful APIsMicroservices
Machine Learning & AI
TensorFlowPyTorchScikit-LearnKerasNumPyPandasMLOpsReal-Time Pipelines
Big Data
Apache SparkApache KafkaAirflowETLHadoopCassandraClickHouse
DevOps & Cloud
AWSAzureDockerKubernetesMLflowCI/CDTerraform/IaC
Languages
Spanish (Native)English (Fluent)

#Experience

Backend Developer

Woodea

Aug 2025 - Present

Focusing on robust backend architecture, APIs, and the Woodea Production System using SOLID principles and Python.

Data Scientist & Automation Volunteer

VOST Euskadi

Jul 2025 - Present

Developing automated emergency alert systems with real-time analytics. Integrating public data sources (traffic, weather) into Slack alert channels.

QA Automation Tester

WATA Factory

Mar 2024 - Jun 2024

Built Selenium-based automated test suites in Dockerized environments and managed CI/CD pipelines.

Languages
  • Spanish: Native
  • English: Fluent (FCE)