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AI for FinTech Arie van Deursen, TU Delft Image credit: flickr, inggroup

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@ai4fintech

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FinTech Characteristics • Data rich • High volume • Software intensive • Rapidly evolving • Human centered • Critical to society • Highly regulated Van Gogh, Mulberry Tree, Wikipedia

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Data Analytics • Data Integration • Machine Learning at Scale • AI Lifecycle Models Mark Haakman, Luís Cruz, Hennie Huijgens, Arie van Deursen. AI Lifecycle Models Need To Be Revised. An Exploratory Study in Fintech https://arxiv.org/abs/2010.02716

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Software Analytics • ML-based software engineering • Predictability • Search-based software engineering Pouria Derakhshanfar, Xavier Devroey, Gilles Perrouin, Andy Zaidman, Arie van Deursen. Search-based Crash Reproduction using Behavioral Model Seeding. STVR, 2020

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Human Aspects • Trustworthy AI • A/B Testing • Natural Language Processing for Regulatory Documents Reliable Systems: Software Engineering TEAM ORGANIZATION Safety Culture Trustworthy Certification INDUSTRY Ben Shneiderman. Bridging the Gap Between Ethics and Practice: Guidelines for Reliable, Safe, and Trustworthy Human-centered AI Systems. ACM TiiS, 2020

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@ai4fintech