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Eindhoven, North Brabant, Netherlands

Algorithm architect, signal processing, physics modelling, machine learning, and data science for Connected Systems at Signify Research

Eindhoven, North Brabant, Netherlands

Algorithm architect, signal processing, physics modelling, machine learning, and data science for Sensing Group Signify Research2023*) Development for sensor systems reinforcement learning algorithms using variational Bayesian methods*) Guidance of 1 PhD student on activity detection using deep learning, supervised 2 master students (hidden Markov models, conditional GANs)*) Lead workpackage for value chain Digital Society within European EdgeAi project*) Provided consultancy on algorithms and data science to horticulture business2022*) coordinating university&EU programs on intelligent lighting and AI (several students, 1 PhD)*) development of statistical methods for time series classification problems (semi-supervised learning, reinforcement learning, variational methods, sampling, linear programming)*) development of intelligent lighting use cases (mobile app, AWS iot devices, UX)2021Development and deployment of plant physiology modelsAI explorations for horticulture (image segmentation)Time series forecasting for sensor networks addressing online learning, hidden Markov models, MH sampling, and variational Bayesian Gaussian mixtures.

Eindhoven Area, Netherlands

Machine learning and deep learning for sensing algorithms (device and/or cloud)Development of requirementsDefining interfaces and architectures2020 data-science teamlead*) Contributed and guided 2 transfers from research to business*) Refactoring plant physiology models (expert algorithms)*) Data interpretation and statistical analyses*) Interface design between algorithm logic and backend system*) Application of image segmentation models mask-RCNN (& AWS Sagemaker) and construction of dashboard for business

Greater Boston Area

Cloud algorithm developmentsCustom neural networks (tensorflow / keras)Graphical modelling (Bayesian models)Signal processing

Eindhoven Area, Netherlands

2018 & 2019: Algorithm architect sensors & scrum master- Signal processing algorithm development- Transformed algorithm developments to machine learning using customized recurrent neural networks for automated parameter tuning - Absorbing knowledge purchased company and guiding knowledge throughout Signify (cross site)- Functional and application requirements development microwave sensors- Statistical analysis of measurements for creating physical models (Bayesian statistics, radar physics)

Eindhoven, North Brabant, Netherlands

Signal Processing Systems (visiting)

Eindhoven

2017:System architect sensors for lighting products- Development of requirements- Algorithm development (signal processing, data science, machine learning)- Guiding knowledge transfer throughout the company

Eindhoven Area, Netherlands

2017:Projectleader Digital Engineering & workflow automation- Scouting for automation opportunities (for improved products, cost down in operations,increasing market share, etc.)- AGILE development of software solutions often involving algorithm development and brute force computation (for increased scope and reduced investment costs) - Transferred to businesses: tool for optimal product specification (involving linear programming), tool for photo-realistic rendering, tool for internal light plan calculations, tool for external light plan calculations (http://www.lighting.philips.nl/systemen/themas/coreline/coreline-calculator-tool)2016: Projectleader Digital Engineering & workflow automation- Development of online engineering tool to simplify sales process, tool is based on brute force computation combined with dedicated algorithm- Design for 6 sigma analysis on improvements of existing automated workflow (to be implemented in 2017)- Brute force computation for identifying corporate opportunities for product portfolio optimization- Owner internal cloud facilitating researchers to try out automated solutions6: Projectleader Digital Engineering & workflow automation

Eindhoven

Research and development of new optical architectures/applications/engineering automation2016: Projectleader Digital Engineering & workflow automation 2015: Projectleader Digital Engineering & workflow automation in fields of optics, lighting design, and visualization

Eindhoven

Research and development of new optical architectures/applications/engineering automation2014: Projectleader Micro-Optics, Projectleader Digital Luminaires, Projectmember outdoor lighting2013: Projectleader Cost effective manufacturing methods for low volume luminaire production, Projectleader Micro-Optics, Project member outdoor lighting2012: Projectleader Cost Down Outdoor Lighting2011: Full-time projectleader for 6 disruptive projects for various lighting stakeholders2010: Projectleader Office Lighting2009: Projectleader 3D autostereoscopic display and light beam steering devices (manufacturing birefringent micro-optics, advanced optical ray tracing, new display architectures)2008: Projectmember 3D autostereoscopic display (LCD switchable lenses)2007: Projectmember new optical backlights for LCD-TV2006: Projectmember new optical backlights for LCD-TV

- Developed a framework for comparing experiments with theory in the field of subatomic physics- Gave various presentations (also on invitation) on international workshops and conferences- Collaborated with various international scientists leading to well cited articles

Deep Learning A-Z™: Hands-On Artificial Neural Networks

Approximately 50 hours of study

Scrum Master, Project Management, 89%

Activities and Societies: (26 hours of study)

Big Data Specialization

Hadoop Big data analytics (Hive, Spark, Splunk) Machine Learning Graph Analytics Project (150 hours)

Education record

Communicating for results (2006, 32 hours) Intercultural awareness (2006, 32 hours) Art of teamwork (2006, 8 hours) Display Course (2006.

Education record

Python (2014, 24 hours)

Education record

CORE MANAGEMENT (2008, 40 hours) CORE IDENTITY TRAINING (2009, 40 hours) CORE LEADERSHIP TRAINING (2012, 40 hours)

Education record

Entrepeneurship Photonics (2010, 120 hours)

Phd, Theoretical Subatomic Physics

Activities and Societies: Teacher in excercise sessions on: - Quantum Mechanics - Advanced Quantum Mechanics - Partial Differential.

Master Of Science (Physics, Astronomy & Official Endorsement In Numerical Methods), Physics, 7.8 Average, 8.6 Master Thesis

Owing to my wide interest I decided to take additional courses in the fields of experimental physics, chemistry, mathematics, e-science.