обновлено 5 дней назад
Senior Machine Learning Engineer - Trust Platform
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Senior Machine Learning Engineer - Trust Platform (Machine Learning/Trust & Safety): Building data pipelines, risk decisioning systems, and production machine learning solutions for fraud, abuse, account integrity, and platform safety with an accent on real-time detection, scalable infrastructure, and measurable outcomes. Focus on investigating adversarial behavior, balancing detection quality with user experience and latency, and converting prototypes into observable production systems.
Location: Singapore, Singapore
Company
is a Southeast Asian superapp providing services across food delivery, mobility, and financial products.
What you will do
- Investigate fraud, abuse, account integrity, and platform-safety problems using data and domain knowledge.
- Define success metrics while balancing detection quality, user experience, latency, and operational cost.
- Evaluate whether problems are best addressed with machine learning, heuristics, rules, graph techniques, optimization, or system changes.
- Build high-volume batch and streaming data pipelines, features, backend services, and decision systems.
- Develop proof-of-concept solutions, validate realistic baselines, and convert successful prototypes into scalable production systems.
- Integrate real-time and offline risk detection, design experiments and monitoring, and perform root-cause analysis as adversarial behavior evolves.
Requirements
- At least 4 years of relevant experience in software development and problem solving.
- Proficiency in SQL and at least one production programming language.
- Working knowledge of machine learning and statistical evaluation.
- Experience using data to solve open-ended product or operational problems.
- Experience building production data pipelines, backend services, or decision systems.
- Ability to explain technical reasoning, assumptions, trade-offs, and experimental results across modeling, data engineering, and software engineering.
Culture & Benefits
- Term life insurance and comprehensive medical insurance.
- Flexible benefits through Flex.
- Parental, birthday, and volunteering leave.
- Confidential employee assistance support.
- FlexWork arrangements with differentiated working hours.
- Inclusive and equitable workplace with cross-border collaboration.
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