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Open nowPosted 67 days ago

【实习】医疗生成模型 / 患者轨迹建模实习生 - 医学智能中心

aicarrier/522799209 open roles

Where
Shanghai, Chinese Mainland
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Your applicationOpen now【实习】医疗生成模型 / 患者轨迹建模实习生 - 医学智能中心aicarrier/522799 · Shanghai, Chinese Mainland

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Early applications get read.

12.1% of postings close within 7 days. Measured by our own scanner across the market.

Share of postings closed within
  1. 2.1%1 day
  2. 4.5%3 days
  3. 12.1%7 days
  4. 19.1%14 days
  5. 35.6%30 days
  6. 52.7%60 days
This job: posted 67 days ago

The posting

1. 围绕患者状态预测、状态转移建模及序列决策开展研究，主要研究内容： a. 探索基于扩散模型的患者状态转移方法，包括条件扩散模型、自回归扩散模型等。 b. 研究医疗干预对患者未来状态和临床结局的影响。 c. 研究因果推断与反事实建模，以区分治疗效果与观察性数据中的相关性。 2. 主要负责相关算法的实现、模型的训练、实验设计及效果评估，根据实验结果优化模型和技术方案。 3. 能对实际问题进行抽象和拆解，把具体应用场景转化为可实现、可验证的算法问题，依次进行实验设计，问题探究并总结实验结论。 4. 跟踪前沿论文，参与论文、开源项目和技术成果产出。

1. 计算机、人工智能、数学、统计学、自动化、生物医学工程等相关专业博士在读；具备相关项目经验可放宽要求。 2. 熟悉相关技术理论及框架，包括但不限于回归/条件/奖励引导扩散模型，微分方程，病人轨迹，世界模型。有具体项目搭建经验者优先。 3. 熟悉医疗相关数据集，如MIMIC，EHR等。 4. 具备较强的学习能力和科研兴趣，能够快速阅读论文、理解方法并进行复现和改进。

加分项： 1. 具有较好的数学基础，能够理解机器学习、扩散模型中的基本公式与目标函数； 2. 对强化学习，如CQL，DQN等有所了解； 3. 对因果推断与反事实预测等有所了解； 4. 具有较强的问题抽象与逻辑表达能力，能够将一个复杂问题清晰、准确地表达和解释； 5. 有相关科研项目、论文复现、开源项目或论文发表经历。

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