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hiring [2021/02/02 15:25] nigam |
hiring [2021/02/09 16:01] jfries [Position 2: Machine Learning Engineer for release and enhancement of EHR representation learning software] |
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- | ====== Open RA positions. ====== | + | ====== Open positions |
+ | |||
+ | Contact: Jason Fries, jfries@stanford.edu | ||
+ | |||
+ | Please provide the following when applying: | ||
+ | |||
+ | * Cover Letter | ||
+ | * CV or Resume | ||
+ | * Link to coding example(s) on GitHub | ||
===== Position 1: Machine Learning Engineer for point of care model deployments ===== | ===== Position 1: Machine Learning Engineer for point of care model deployments ===== | ||
- | **Description** \\ | + | **Description** \\ We are looking for a Machine Learning Engineer / Data Scientist to work on exciting challenges at the intersection of Machine Learning and Healthcare. This is a unique opportunity to be working on Machine Learning models deployed on live Electronic Health Record data which enable and support various hospital functions and clinical workflows impacting |
- | We are looking for a Machine Learning Engineer / Data Scientist to work on exciting challenges at the intersection of Machine Learning and Healthcare. This is a unique opportunity to be working on Machine Learning models deployed on live Electronic Health Record data which enable and support various hospital functions and clinical workflows impacting | + | |
**Responsibilities** | **Responsibilities** | ||
- | * Understanding clinical requirements and translating them into technical problem statements. | + | |
* Communicating results and observations to technical audiences as well as clinicians in the form of visualizations, | * Communicating results and observations to technical audiences as well as clinicians in the form of visualizations, | ||
* Designing and implementing machine learning models to solve real world problems. | * Designing and implementing machine learning models to solve real world problems. | ||
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**Requirements** | **Requirements** | ||
- | * 5+ years of experience in software design and development. | + | * 3+ years of experience in software design and development. |
* 2+ years of hands-on experience using Python based machine learning libraries such as scikit-learn, | * 2+ years of hands-on experience using Python based machine learning libraries such as scikit-learn, | ||
* Experience working in a Linux environment and being comfortable with UNIX command line tools. | * Experience working in a Linux environment and being comfortable with UNIX command line tools. | ||
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---- | ---- | ||
- | ===== Position 2: Software engineer | + | ===== Position 2: Machine Learning Engineer |
**Description** | **Description** | ||
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* Developing robustness evaluations of EHR-based representation models | * Developing robustness evaluations of EHR-based representation models | ||
* Contrastive learning with multi-modal EHR data (text + tabular data) | * Contrastive learning with multi-modal EHR data (text + tabular data) | ||
+ | |||
+ | **Responsibilities** | ||
+ | * Discuss API needs with lab stakeholders and clinical collaborators | ||
+ | * Developing and documenting code for open source release | ||
+ | * Running experiments for clinical model evaluation. | ||
+ | * Communicating results and observations to technical audiences as well as clinicians in the form of visualizations, | ||
**Required Skills** | **Required Skills** | ||
- | * 5+ years of experience in software design and development. | + | * 3+ years of experience in software design and development. |
* 2+ years of hands-on experience using Python based machine learning libraries such as scikit-learn, | * 2+ years of hands-on experience using Python based machine learning libraries such as scikit-learn, | ||
* Strong communication skills and prior research experience required | * Strong communication skills and prior research experience required |