Resume

Senior Machine Learning Engineer

Lazy Dynamics

• Developed real-time ML and signal processing solutions with emphasis on low-latency inference, streaming data, and production-oriented constraints
• Worked on SLAM and robotics inference systems inspired by iSAM2-style incremental smoothing and mapping
• Designed probabilistic inference pipelines for dynamic systems, combining Bayesian modeling, factor graphs, and real-time implementation constraints

Co-Founder

MakesPerfect

• Founder of a Data Science Sport company
• Incorporating State-of-the-Art technologies in practice
• Supported KNVB in preparation & match analysis during FIFA World Cup Qatar 2022

Student Assistant

Eindhoven University of Technology

• Assisting Full Professors in their teaching of several courses
• Facilitating tutorial sessions for students

Advisory Committee

E.S.Z.V.V. Totelos

E.S.Z.V.V. Totelos is the student Futsal association of Eindhoven. With more than 200 members it is one of the largest student associations in Eindhoven.

• Ensuring the financial stability of the association
• Assisting the treasurer in the compilation of the yearly financial documents
• Checking and approving financial plans proposed by the board

Board Member - Commissioner NZVB

E.S.Z.V.V. Totelos

• Running an association of ±200 members
• Writing an association policy and vision, ensuring the growth of the association through a multi-year policy
• Incorporating association policy in financial plans and management

Co-Founder & External Affairs Officer

D.S.A. Pattern

D.S.A. Pattern is the study association for the Data Science study programme, and is the starting point for the professional career of Data Science students.

• Chairing a committee responsible for the external relations of the association
• Creating and maintaining close relations with business partners
• Executing the career-oriented vision of the university and the association

PhD Bayesian Machine Learning

Eindhoven University of Technology

Variational Realizations of Active Inference

• Research on Active Inference as variational inference: scalable, message passing-based planning and decision-making
• Core developer of RxInfer.jl; author of GraphPPL.jl and RxEnvironments.jl

MSc. Computer Science and Engineering

Eindhoven University of Technology

Data Science in Engineering

• Cum Laude
• Thesis on Graph Neural Networks in particle shower reconstruction

BSc. Data Science

Eindhoven University of Technology & Tilburg University

Data Science

• Cum Laude
• Minor in Business Analytics and Operations Research

Expected Free Energy-Based Planning as Variational Inference

Transactions on Machine Learning Research

First author.

What Type of Inference Is Active Inference?

Conference on Uncertainty in Artificial Intelligence (UAI)

First author.

The Quotient Bayesian Learning Rule

Advances in Neural Information Processing Systems (NeurIPS)

Co-author.