Engineering Manager for SoundCloud's Ads ML team in London: lead a team of four backend/ML engineers while staying hands-on, owning ML-driven ad delivery — contextual bandits, churn/subscription-propensity models, online model serving, and backend ad services. Core tech: production ML systems, experimentation/A-B testing, Scala/JVM and Python.
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