数据科学家
Data Scientist
职位描述:
数据科学家将参与开发针对医疗领域的AI和生成式AI(GenAI)模型及工作流程。该职位将致力于构建解决现实问题的解决方案。该职位提供了一个应用生成式AI、机器学习和医疗特定需求的绝佳机会,同时与跨学科专家团队合作。
· 开发工作流程以提高医疗环境中的记录效率和准确性。
- 与数据工程师、产品团队和临床专家合作,确保解决方案符合医疗工作流程和标准。
- 解决医疗特定挑战,如HIPAA合规性、医学术语集成以及遵循ICD、CPT和HL7/FHIR等标准。
- 跟踪生成式AI、自然语言处理(NLP)、计算机视觉和医疗AI技术的最新进展。
- 执行其他支持职位总体目标的职责。
所需教育背景:
· 计算机科学、数据科学、人工智能或相关领域的学士学位(或更高)。
- 或者,任何教育和经验的组合,能够提供该职位所需的资格。
所需经验:
· 具有多种生成式AI模型(包括开源模型)的工作经验。
- 具有自然语言处理(NLP)和计算机视觉技术的经验。
- 具有数据预处理和模型部署的经验。
知识、技能与能力:
· 知识:对生成式AI技术及框架(如Transformers、GPT、扩散模型)有扎实的基础知识。熟练掌握机器学习工具和框架,如TensorFlow、PyTorch或Scikit-learn。熟悉医疗数据结构、工作流程和挑战(如EMR/EHR集成、ICD/CPT编码、HL7/FHIR)。了解语音识别和转录技术者优先。
- 技能:具备Python或其他类似语言的强编程能力。具备强大的问题解决能力和成长型思维。
- 能力:在快节奏、使命驱动的环境中渴望学习并适应变化。
该公司已审核此职位描述,以确保包含关键职能和基本职责。本描述旨在为职位期望和员工履行该职位的能力提供指导。它不构成该职位所有职能和责任的详尽列表。
查看英文原文
Job Description:
The Data Scientist will contribute to the development of AI and Generative AI (GenAI) models and workflows tailored for the healthcare domain. This role will work on building solutions that address real-world challenges. This role offers an exciting opportunity to apply knowledge of GenAI, machine learning, and healthcare-specific requirements while collaborating with a multidisciplinary team of experts.
· Develop workflows to enhance the efficiency and accuracy of note-taking in healthcare settings.
- Collaborate with data engineers, product teams, and clinical experts to ensure solutions align with healthcare workflows and standards.
- Address healthcare-specific challenges such as HIPAA compliance, medical terminology integration, and adherence to standards like ICD, CPT, and HL7/FHIR.
- Stay updated with the latest advancements in GenAI, NLP, computer vision, and healthcare AI technologies.
- Perform other duties that support the overall objective of the position.
Education Required:
- Bachelor’s degree (or higher) in Computer Science, Data Science, Artificial Intelligence, or a related field.
- Or, any combination of education and experience which would provide the required qualifications for the position.
Experience Required:
- Experience working with multiple GenAI models, including open-source.
- Experience with natural language processing (NLP) and computer vision techniques.
- Experience in data preprocessing and model deployment.
Knowledge, Skills & Abilities:
- Knowledge of: Strong foundational knowledge of generative AI techniques and frameworks (e.g., Transformers, GPT, diffusion models). Proficiency in machine learning tools and frameworks such as TensorFlow, PyTorch, or Scikit-learn. Familiarity with healthcare data structures, workflows, and challenges (e.g., EMR/EHR integration, ICD/CPT coding, HL7/FHIR). Knowledge of voice recognition and transcription technologies is a plus.
- Skill in: Strong programming skills in Python or similar languages. Strong problem-solving skills and a growth mindset.
- Ability to: Eagerness to learn and adapt in a fast-paced, mission-driven environment.
The company has reviewed this job description to ensure that essential functions and basic duties have been included. It is intended to provide guidelines for job expectations and the employee's ability to perform the position described. It is not intended to be construed as an exhaustive list of all functions, responsibilities, skills and abilities. Additional functions and requirements may be assigned by supervisors as deemed appropriate. This document does not represent a contract of employment, and the company reserves the right to change this job description and/or assign tasks for the employee to perform, as the company may deem appropriate.
NextGen Healthcare is an equal opportunity employer. We celebrate diversity and are committed to creating an inclusive environment for all employees.
Originally posted on Himalayas