curriculum vitae

Christopher Manzano Vimos

Data Scientist & AI Engineer · Madrid, Spain

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Data scientist and AI engineer with end-to-end ownership of production AI systems: architecture, key technical decisions, deployment and operation. Nearly four years shipping ML, NLP and Generative AI for clients in energy, insurance, SaaS, legal tech and medical imaging (US DoD-funded research). Experienced deploying open-source LLMs on private infrastructure and building agentic pipelines with LangChain and LangGraph. Outside client work I design, build and operate my own AI products end to end at manapple.dev.

Experience

AI & Machine Learning Engineer · AI Consultant · WhiteBoxML

Madrid · Sept 2022 — Present

End-to-end technical ownership of production AI systems for enterprise clients: architecture, delivery and functional leadership. Coordinated and mentored engineers, defining quality standards for ML, NLP and GenAI systems built for scalability, maintainability and business value.

Iberdrola — renewable-energy forecasting (AWS)

  • Designed distributed ML pipelines forecasting output for 200+ renewable plants across the US, Spain and the UK, ingesting 2 TB of data daily.
  • Built ingestion and normalization of meteorological data from ECMWF, GFS and WRF, engineered for reproducibility and robustness in production.

Intermundial — LLM claims automation

  • Architected LangChain/LangGraph pipelines for hierarchical document classification and information extraction, reaching over 90% accuracy on identity fields (DNI, NIE, passport).
  • Built an LLM-as-judge evaluation framework and deployed open-source LLMs on private infrastructure under data-privacy constraints.

Nexudus — predictive models & GenAI (SaaS)

  • Churn-prediction and occupancy-forecasting models driving retention, pricing and capacity decisions.
  • Led the Generative-AI workflows behind automated content for the Flexspace Observatory blog.

Bid Genius — LLM assistant for public tendering

  • Early-stage build of a proprietary LLM tool for assisted generation of tender documentation — solving long-document coherence and context management.

JOT Internet Media — NLP keyword classification

  • Multi-stage hierarchical classifier based on RoBERTa for Google Ads keyword ranking, fine-tuning Hugging Face models on digital-marketing data.

Fen (US Department of Defense) — medical AI research

  • Computer-vision models for hernia detection, vertebral segmentation and scoliosis/lordosis detection to support radiologists, delivered as a clinical web application.

Education

M.Sc. in Language Technologies (NLP) · UNED

2025 — Present

B.Sc. in Data Science & Engineering · Universidad Carlos III de Madrid

2019 — 2023

Thesis: Reinforcement Learning in Portfolio Management — a Soft Actor-Critic agent over a TCN encoder, benchmarked on 37 years of S&P 500 data. Read it →

42 Madrid · Fundación Telefónica

2021 — 2022

Intensive, project-based software-engineering program focused on autonomy and technical judgment.

Skills

GenAI & NLP

Open-source LLMs (private deployment) LangGraph Agentic workflows Agentic RAG Hugging Face Fine-tuning

ML & Deep Learning

Predictive modeling Computer vision Time-series forecasting Reinforcement learning Experiment design

MLOps & Cloud

AWS BigQuery Snowflake Databricks MLflow Distributed processing

Leadership

Technical mentoring Architecture decisions Project management Stakeholder communication

Languages

Spanish — Native

English — Full professional (Trinity ISE II)

French — Basic