ING
Amsterdam • 4 yrs 1 mos
Data Scientist | Transaction Monitoring
Apr 2022 - Present • 2 yrs 7 mos
As a data scientist in transaction monitoring, I am leveraging my experience building large machine-learning models on transactional data in the KYC organization at ING.
• We developed a global monolith ML model to reduce false positives in second-line transaction monitoring of alerted transactions. We …
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As a data scientist in transaction monitoring, I am leveraging my experience building large machine-learning models on transactional data in the KYC organization at ING.
• We developed a global monolith ML model to reduce false positives in second-line transaction monitoring of alerted transactions. We are currently rolling it out to multiple countries.
• We redeveloped the ML model to detect potentially risky companies among third-party payment providers in corresponding banking (SWIFT and PSP transactions).
Extracurricular activities:
• Kickstart AI challenge '23 ING: Allow More, prediction governmental financial allowances
COO Analytics
KYC
Kickstart AI
Data Scientist | International Talent Programme
Oct 2020 - Mar 2022 • 1 yrs 6 mos
1st rotation: Customer Dialogue Analytics
• Developed and productionized Named Entity Recognition package for the anonymization of Personable Identifiable Information (PII)
• Organized the NLP conference, a 2-day event for data scientists in natural language processing
2nd rotation: Advanced Real-Time Analytics
• Experimentation to reduce the time to prediction for the "Look Ahead" in the ING app
• Restructuring the code from Hive to PySpark.
3rd rotation: Risk & Pricing Advanced Analytics
• Developing two credit risk prediction models in the direct business lending domain
• Open-source: Data lineage checks for data filtering steps: waterfall-logging
Extracurricular …
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1st rotation: Customer Dialogue Analytics
• Developed and productionized Named Entity Recognition package for the anonymization of Personable Identifiable Information (PII)
• Organized the NLP conference, a 2-day event for data scientists in natural language processing
2nd rotation: Advanced Real-Time Analytics
• Experimentation to reduce the time to prediction for the "Look Ahead" in the ING app
• Restructuring the code from Hive to PySpark.
3rd rotation: Risk & Pricing Advanced Analytics
• Developing two credit risk prediction models in the direct business lending domain
• Open-source: Data lineage checks for data filtering steps: waterfall-logging
Extracurricular activities:
• Machine learning explained (c.q. 75 participants total)
• Python for beginners training (c.q. 20 participants total)
International Talent Programme
ING offers promising master graduates the chance to make the absolute most of their talent on a two-year traineeship within the bank: the International Talent Programme (ITP). This is an analytic track-specific traineeship comprised of three six-month rotations.
ML Engineer | Data Scientist
Ortec Finance
Sep 2019 - Aug 2020 • 1 yr
Amsterdam
Responsible for implementing various Natural Language Processing (NLP) microservices (APIs), most notably a curriculum-vacancy matching service, topic modeling, (legal) document understanding product, and conversational agents.
Data Science Intern
Lootjestrekken
Jun 2019 - Aug 2019 • 3 mos
Delft
This internship aimed to develop a recommender system that improved over the current rule-based system for personalized gift suggestions to users of Lootjestrekken.nl. During this project, I successfully showed and … read more This internship aimed to develop a recommender system that improved over the current rule-based system for personalized gift suggestions to users of Lootjestrekken.nl. During this project, I successfully showed and implemented an enhanced infrastructure where past user-behavior descriptions predict future behaviors over the rule-based baseline.
University of Groningen
Groningen • 6 yrs
Computational Linguistics | Master
Sep 2019 - Aug 2020 • 1 yr
Data Science, Machine Learning, Natural Language Processing, Computational Semantics.
Thesis …
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Data Science, Machine Learning, Natural Language Processing, Computational Semantics.
Thesis
"Contextual Feature Abuse Detection,
The Use Of Author And Parent Micro post Features For Abuse Detection Datasets."
Computational Linguistics | Pre-master
Sep 2018 - Aug 2019 • 1 yr
Programming in Python, Database Design, Quantitative Text Analysis, Search Engines, Database driven ‐ Webtechnology, Logic Programming.
Communication and Information Science | Bachelor
Sep 2014 - Aug 2018 • 4 yrs
Text and Conversation Analysis, Usability, Multi modal and Digital Communication.
Thesis …
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Text and Conversation Analysis, Usability, Multi modal and Digital Communication.
Thesis
"Finding the right answer is a skill in and of itself,
Discovering differences in linguistic characteristics between expert and non-expert knowledge holders on Stack Overflow."
PyData Conference
NumFOCUS
Apr 2024 - Present • 7 mos
Amsterdam
Allow More | Kickstart AI challenge
Kickstart AI @ ING
Sep 2023 - Oct 2023 • 2 mos
Delft
Kickstart AI challenge hosted @ ING. A three-week hackathon where data scientists from Ahold Delhaize, KLM, and NS come together to work on an AI challenge: Allow More, a project … read more Kickstart AI challenge hosted @ ING. A three-week hackathon where data scientists from Ahold Delhaize, KLM, and NS come together to work on an AI challenge: Allow More, a project to identify the underutilization of national household allowances.
Souschef
De Patchka
Feb 2023 - Jul 2023 • 6 mos
Amsterdam
Vegan Korean & Japanese takeaway shop. Their food is different from authentic traditional Korean and Japanese food. The vegan bulgogi is something I have never tasted before!
Food delivery
Eigen krachtvoer
Dec 2021 - Sep 2023 • 1 yrs 10 mos
Amsterdam
Every week I organised the food delivery from Eigen krachtvoer to Amsterdammers that have a Stadspas (low income). Eigen krachtvoer prepares a three-course meal and provides it on a discounted offer.
Buddies project
Humanitas
Feb 2017 - Jul 2017 • 6 mos
Groningen
Buddy for an autistic and underprivileged teen, whom I met with on a weekly basis to take him out of his habitat and do lots of fun things in and around Groningen.
Chairman
ComMa Congres
Mar 2016 - Oct 2016 • 8 mos
Groningen
Responsible for the organisation of the annual ComMa Congres, a collaboration between the communication and marketing study associations at the University of Groningen.
National Junior Representative
CISV
Jan 2013 - Dec 2013 • 1 yr
The Netherlands
Dutch representative in the junior branch of CISV. Worked together with many representatives around Europe on the branch's strategy, both nationally and internationally.
Python |
OOP |
Full-stack Web Development |
REST API |
DevOps |
Scikit-Learn, Pandas, Spark |
Django, Flask, FastAPI |
Docker, Kubernetes |
Interior design |
Marktplaats |
Medium articles |
Art |
English | native/bilingual |
Dutch | native/bilingual |
German | professional working |
Spanish | professional working |
French | limited working |