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At a glance
Are you a MSc student looking for the ideal company to test and improve your skills? A place in which you can develop yourself into the Data Expert that you aim to become? Search no more! ABN AMRO offers you the possibility to work with the best professionals in the business.
The Chief Architect & Data Management department CADM has outlined 7 different assignments that you can apply for. Please choose only ONE of the assignments to apply for. Keep in mind, you only qualify for this internship if you are a MSc student who would like to write a thesis on ONE of the assignements.
The Assignments
1. Cross-Organisation Federal Learning
For this assignment we would like to train models to use federated data and compute to help the ABN AMRO do Anti-Money Laundering between banks. Currently, this is done per bank basis, which unfortunately is not sufficient to detect fraud practices, since they often span between banks, countries and continents. To tackle the issue more effectively financial institutions must train collaboratively. Technically there are several approaches to this including linear regression, tree models and neural networks, which have been proven to work in federated learning environment. In this use-case several techniques will be leveraged:
Homomorphic encryption
Input: Fake dataset for experimentation purposes.
2. Measuring the performance of XAI approaches
Explaining the behaviour and decision-making of ML and AI models is becoming more urgent with the wider adoption of the technology. Regulators are thinking about restrictions they want to impose to increase the transparency of AI models. In every department of the bank where AI technology is being developed, certain level of explainability is required. The XAI working group of data scientists across the bank aims to unite and integrate different approaches to a common framework. However, we need a more in-depth investigation and analysis of the different approaches and an assessment and consolidation of the work we have been doing in the XAI group. What makes a good explanation is a vital part of providing an justification to the ML model’s behaviour. The ‘goodness’ of the explanation could be impacted by the use-case at hand and the type of users. We want to design an approach which will be most broadly applicable to as many users as possible.
Your Working Environment
The DS-CoE-CADM team is positioned as a bank-wide Centre of Expertise for Data Science within CADM. The team provides additional expertise to other data science teams across the bank and delivers a wide variety of use cases. The team consists of 17 data scientists with diverse academical backgrounds and expertise in a machine learning related subjects. It’s a multicultural team with diverse nationalities. Member’s expertise include Computer Vision, Natural Language Processing, Automated Speech Recognition, Deep Learning, and Network Analysis. The team leverages a wide variety of multimodal data, including transaction-, economic-, visual-, textual- and audio data. This is used for a wide variety of use cases, to improve the customer experience, automate decision making, detect financial crime or innovate business models.
Your Profile
Benefits of working with us
Are you ready to join us?
Any doubts, questions or compliments for us? Get in touch via email (it.internships@nl.abnamro.com), phone (020-3433443) or WhatsApp (+31 06 831 53373)
De financiële wereld is nog nooit zo in beweging geweest als nu! Technologie evolueert razend snel en de kracht van innovatie heeft veel invloed op het financiële systeem. We hebben jouw talenten nodig om onze bank toekomstbestendig te maken. Wat je interesses of achtergrond ook zijn. We bieden een werkomgeving vol ondernemerschap en vrijheid om jezelf te ontwikkelen, zowel op professioneel als op persoonlijk vlak.
Bij ABN AMRO krijgt iedereen de kans om zijn talent te benutten en om te groeien, ongeacht afkomst. En als werknemer krijg je een bepaalde vrijheid om je werk uit te voeren, waardoor je een goede balans tussen werk en privé kunt creëren.
De mogelijkheid die ABN AMRO mij biedt om achter de schermen te kijken bij veel verschillende afdelingen en tegelijkertijd ervaring op te doen in de praktijk, geeft mij het gevoel dat ik mezelf professioneel kan ontwikkelen tijdens mijn stage.
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