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I am a skilled Data Scientist and AI/ML Solution Architect with a focus on optimizing operations in the container terminal industry. With years of experience in this field, I have a deep understanding of the complex logistics and supply chain management involved in container terminals, and has successfully implemented data-driven solutions to improve efficiency and profitability.
My expertise extends beyond container terminals, with experience in other industries, such as retail and infrastructure, where I have leveraged my data science skills to drive business insights and maximizing value, resulting in significant improvement in operational performance, safety and profitability.

Professional Experience

Jan 2023 - Present

Lead AI/ML & Simulation Solution Architect

Technical Team Lead for R&D, development and deployment of Digital Twin Simulation, AI and Automation. Acting as a Subject Matter Expert on container terminal operations and AI/ML, and providing guidance and leadership for these principal accountabilities:

  • Digital Twin Simulation: Develop accurate simulation models that assist in cost & resource optimization of container terminal operations, enabling the operations to “do same with less, or more with same”.
  • AI/ML Architecture: Develop and maintain AI/ML solution architecture, used across APM Terminals & Fleet Management at global, regional and local level with high degree of standardization and scalability.
  • Forecasting & Optimization: Bring forecasting, optimization, simulation AI/ML techniques to solve business problems and develop a journey map from ideation to scaled AI/ML implementation.

APMT Algeciras, Algeciras, ES | APMT Elizabeth, New Jersey, USA | Aqaba Container Terminal, Aqaba, JO | APMT Moín, Moín, CR | Port of Salalah, Salalah, OM | APMT MedPort Tangier, Tangiers, MA

May 2022 - Dec 2022

Engineering Manager Data Analytics & AI Platform

Versatile role where Product Vision, Strategy and Engineering Excellence are key. Principal accountabilities:

  • Team Building & Leadership: build a team of Data Architects & Data Engineers partnering closely with Business Units and Data Scientists to develop new use cases, scale up and support analytics execution.
  • Platform Architectures: Accountable for the deployment and integration; providing performance enhancements through data & AI/ML; pushing for enhanced reliability to support product development.
  • Stakeholder Collaboration: Liaise with stakeholders to gather, prioritize, and document requirements.
April 2019 - April 2022

Lead Data Scientist

Technical Product Manager Navis AI Platform

Started as Technical Lead and was later Technical Product Manager of the Navis AI Platform, empowering the complete Navis Smart Apps portfolio and 3rd party apps with predictive analytics for container terminals.

  • Data Analysis and Modeling: Developing and managing the end-to-end ML lifecycle, from data exploration to model operationalization.
  • Predictive: Build predictive models for container flow, equipment utilization, and resource allocation.
  • Smart Supply Chain: Development of AI solutions for Automated Decision-making.

Rotterdam World Gateway, Rotterdam, NL | APMT MVII, Rotterdam, NL | Port of Genoa, Genoa, IT | Eurogate CTB, Bremerhaven, DE | Port of Beira, Beira, MZ | SOCAR Terminal, Izmir, TR

May 2016 - March 2019

Senior Professional Services Consultant - TOS, Operations & Automation

  • Client Engagement: Collaborate with container terminal operators to understand business processes and operational challenges.
  • Solution Implementation: Deploy, configure, and optimize Terminal Operating Systems (TOS) and other software and automation solutions tailored to client needs.
  • Terminal Design: Implement solutions to improve terminal throughput and operational efficiency.
  • Process Analysis: Conduct workflow assessments to identify inefficiencies and recommend improvements for container terminal operations.
  • Project Management: Lead implementations and meeting timelines, budgets, and client expectations.

Rotterdam World Gateway, Rotterdam, NL | APMT MVII, Rotterdam, NL | Port of Genoa, Genoa, IT | Eurogate CTB, Bremerhaven, DE | Port of Beira, Beira, MZ | SOCAR Terminal, Izmir, TR

May 2015 - Apr 2016

Solution Design Engineer

Data Scientist

  • Developing intelligent mobility solutions for intermodal networking of traffic and logistic systems utilizing SCADA (Supervisory Control And Data Acquisition) control system architecture and PLC technology.
  • Leading and delivering forecasting and predictive modeling projects from start to finish.
  • Collaborating with stakeholders to ensure measurable business impact and continuous improvement.
  • Working on machine failure prediction to ensure the highest safety levels for all travelers.

Main project:

  • Noord/Zuidlijn (Metro Line 52), Amsterdam, NL
Jun 2014 - Apr 2015

Process Automation Consultant, Professional Services - EMEA region

  • Working closely, onsite and offsite, with container terminals internationally to define, prioritize and document business and operational requirements for enterprise-level distribution & center supply chain management solutions.
  • Managing the implementation of Process Automation solutions to streamline terminal operations and increase productivity, resulting in lower operational costs, better SLA compliances and more safety.

APMT Elizabeth, NJ, USA | Port of Salalah, Salalah, OM | Khalifa Bin Salman Port, Al Hid, BH | Port of Apapa, Lagos, NG | Port of Cotonou, Cotonou, BJ | Port of Durban, Durban, SA

Oct 2012 - Apr 2013

Engineer Cabin Avionics

Successfully managing a unique feasibility study  and innovative concept design project to develop LED landing lights including outsourced production with potential partners like Philips and Fokker Technologies, while complying with all necessary airworthiness and certification regulations. The study showed that KLM could significantly reduce maintenance cost using the prototyped design.