Senior Machine Learning Engineer
仕事内容
Architect and implement automated bidding strategies to improve delivery efficiency for ads.
Design, prototype, and productionize bidding algorithms and products, including model training, policy evaluation, and guardrails.
Develop and refine auction mechanisms that balance multiple objectives under constraints.
Build exploration frameworks and reinforcement learning strategies for cold-start scenarios (new ads/new games), including contextual bandits, off-policy evaluation, and online learning.
Own the full lifecycle: problem framing, data instrumentation, modeling, simulation, experimentation, deployment, and continuous monitoring.
Collaborate with product, engineering, and research teams to translate business objectives into robust algorithmic solutions with measurable impact.
Design, prototype, and productionize bidding algorithms and products, including model training, policy evaluation, and guardrails.
Develop and refine auction mechanisms that balance multiple objectives under constraints.
Build exploration frameworks and reinforcement learning strategies for cold-start scenarios (new ads/new games), including contextual bandits, off-policy evaluation, and online learning.
Own the full lifecycle: problem framing, data instrumentation, modeling, simulation, experimentation, deployment, and continuous monitoring.
Collaborate with product, engineering, and research teams to translate business objectives into robust algorithmic solutions with measurable impact.
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