Marcelo Correia
Career

Experience & Skills

Experience

  1. Jun 2023 – Present

    Project / Lead Equipment Engineer

    Stellantis, Mangualde, PT · via Expleo Group (2024 – present); via ISQ & CTAG (2023 – 2024)
    • Lead the industrialisation of production equipment for new vehicle programmes: technical specifications (CDC) to EN standards, supplier evaluation and follow-up, and delivery from concept to line acceptance.
    • Procure production equipment and coordinate suppliers and plant stakeholders (maintenance, production and quality) through installation and commissioning; analyse line performance and cycle-time data to justify investments.
    • Built an Excel tracking tool covering every purchase order placed, used to follow up and update the status of each order.
  2. Sep 2022 – Jun 2023

    Process Engineer, Turning & Grinding

    Renault Cacia, Aveiro, PT · via SEGULA Technologies
    • Owned grinding and turning equipment for gearbox differentials; used 3D metrology data to control part quality and drive process changes.
    • Wrote specifications (CDC) to make machines flexible across lines and ran technical reviews with CNC machining-centre suppliers.
  3. Dec 2021 – Sep 2022

    Project Engineer

    Finsa, Nelas, PT
    • Bought and industrialised machines and full production lines; assessed investment proposals.
  4. Oct 2021 – Dec 2021

    Process Engineer

    Aquinos Group, Oliveirinha, PT
    • Used LEAN and MTM time-study data to rebalance production lines and cycle times.
  5. Jan 2021 – Oct 2021

    Serial Manufacturing Engineer

    Eberspächer Group, Tondela, PT
    • Owned two Renault production lines, tracking KPIs and implementing engineering changes end to end, including 3D design of modified machine components.
  6. May 2018 – Aug 2020

    Process Engineer, Turning & Grinding

    Renault Cacia, Aveiro, PT
    • Built a dynamic Excel model that calculates cutting parameters for the grinding and turning centres, turning the machining calculation rules into a reusable algorithmic tool.
    • Owned two production lines for the JT4 and DB35 programmes.

Skills

Programming

  • Python
  • SQL
  • Bash

ML / DL Frameworks

  • PyTorch
  • Hugging Face Transformers
  • Scikit-learn
  • Pandas
  • NumPy

LLM & Agentic Tools

  • LangChain
  • LangGraph
  • LangSmith
  • ChromaDB
  • Pinecone

Techniques

  • Retrieval-Augmented Generation (RAG)
  • AI Agents & Tool Use
  • Embeddings
  • Reranking
  • Prompt Engineering
  • LLM Evaluation
  • Tracing & Observability
  • Cost & Safety Controls
  • Fine-tuning
  • Transfer Learning
  • Computer Vision

MLOps / Tools

  • FastAPI
  • Streamlit
  • Gradio
  • REST APIs
  • pytest
  • GitHub Actions CI
  • ruff
  • SQLite
  • Git

Mechanical & Manufacturing

  • Industrialisation
  • Equipment Commissioning & Line Acceptance
  • Technical Specifications (CDC) & EN Standards
  • LEAN & MTM
  • Cycle-Time Analysis
  • CNC Programming
  • Excel Engineering Models
  • 3D Metrology
  • SolidWorks
  • AutoCAD
  • Project & Supplier Management

Languages

  • Portuguese · Native
  • English · Fluent (C1)
  • Spanish · Intermediate