Principal data engineer at Malaysia's national payments network, building secure data pipelines and infrastructure and productionising ML/statistical models for payment tracing, profiling, scoring and fraud-network analysis. Also drives automation and reporting across fraud, risk, compliance and CISO functions, partnering with banks, e-wallets and regulators. Stack: Python, SQL, Hadoop/Spark, AWS/
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