Job ID: MJ000174
算法路线图: 制定并执行跨核心业务支柱的长期机器学习/人工智能战略,包括:动态定价、搜索与个性化推荐、生成式 AI(GenAI)以及供需预测。
架构与创新: 作为架构师,评估并推动先进深度学习(如 Transformers、图神经网络 GNNs)和强化学习框架的落地,确保平台始终处于技术前沿。
基础设施治理: 监督可扩展、低延迟的分布式训练与推理流水线(如 Ray、PyTorch、DeepSpeed)的架构演进,以支持处理数百亿级实时点击流事件。。
跨职能协作: 与产品、工程和业务团队的负责人紧密合作,将机器学习路线图与公司高层战略目标相结合,将算法优势转化为总交易额(GBV)的持续增长。
营收与优化领导力: 推动部署尖端的强化学习和情境多臂老虎机(Contextual Bandit)系统,以优化实时定价、个性化打包组合及毛利管理。
因果评估框架: 建立严谨的组织级标准,涵盖多变量 A/B 测试、反事实推理(Counterfactual Reasoning)和算法安全护栏,从而精准衡量机器学习模型对转化率带来的真实因果效应。
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