约翰·斯诺实验室美国医疗数据科学家
John Snow Labs US-Based Healthcare Data Scientist
John Snow Labs 正在寻找一位技能娴熟且积极进取的数据科学家，为医疗行业内的变革性项目做出贡献。理想的候选人应具备在医疗环境中开发和优化机器学习模型的扎实背景。我们希望找到一位以结果为导向的人员，熟练进行模型训练和调优，构建稳健、可投入生产的模型推理管道，并开展全面的探索性数据分析和数据增强工作。
主要职责：
- 使用开源 Python 库生态系统训练、调优和提升 LLM 和 NLP 模型。具备 LLM、生成式 AI 和深度学习经验者优先。
- 构建针对分析临床数据的数据科学和数据工程管道，例如从医学文本或图像中提取信息，或从多个医学数据源整合不确定信息。
- 与我们的团队合作开展面向客户的项目，利用你的专业知识创建先进的机器学习、深度学习、大语言模型和时间序列预测管道，以解决特定的业务需求。
- 确保模型经过验证，能够应对偏差、过拟合和概念漂移等问题，以确保其可靠性和有效性。
- 直接与客户沟通，需要具备出色的口头和书面沟通能力，能够清晰传达复杂的工程技术概念。
必备技能：
- 具备在实际项目中持续完成核心职责的经验。仅限于学术环境或仅使用现有 API 构建应用的知识不足以胜任此职位。
- 具有 OMOP、FHIR、临床术语的实际操作经验，并理解患者旅程。
- 在医疗相关领域（如医学、制药、生物信息学或生物统计学）具有扎实背景者尤为有益。
- 相关领域的博士学位优先，但若表现出色，也可接受无博士学位的候选人。
- 具有 John Snow Labs 技术栈（如 Spark NLP 或医学语言模型）经验者优先。
我们提供：
- 参与医疗和生命科学领域前沿问题的机会，为影响患者结果的重要项目做出贡献。
- 长期自由职业合同，每周至少承诺 30 小时。我们寻找个人，而非代理机构或团队。
- 提升技能的机会
查看英文原文
John Snow Labs is seeking a highly skilled and motivated Data Scientist to contribute to transformative initiatives within the healthcare industry. The ideal candidate will possess a strong background in developing and optimizing machine learning models, specifically within healthcare contexts. We are looking for a results-oriented individual proficient in training and fine-tuning models, building robust, production-ready model inference pipelines, and conducting comprehensive exploratory data analysis and data enrichment.
Key Responsibilities:
- Train, fine tune, and enhance LLM & NLP models using the open-source Python library ecosystem. Experience with LLMs, Generative AI, and deep learning is a significant advantage.
- Build data science and data engineering pipelines specific to analyzing clinical data, such as extracting information from medical text or images, or integrating uncertain information from multiple medical data sources.
- Collaborate with our team on customer-facing projects, utilizing your expertise to create advanced machine learning, deep learning, large language models, and time series forecasting pipelines tailored to address specific business needs.
- Ensure models are validated for issues like bias, overfitting, and concept drift to ensure reliability and effectiveness.
- Engage directly with customers, requiring strong oral and written communication skills to convey complex technical concepts clearly.
Mandatory Skills:
- Proven experience in consistently delivering real-world projects covering the key responsibilities. Knowledge that is limited to an academic setting, or to using existing APIs to building applications, is not sufficient for this role.
- Hands-on experience with OMOP, FHIR, clinical terminologies, and understanding of the patient journey.
- Strong background in healthcare-related fields such as medicine, pharma, bioinformatics, or biostatistics is highly beneficial.
- A PhD in a relevant field is preferred but not required if exceptional experience is demonstrated.
- Experience with John Snow Labs’ technology stack, such as Spark NLP or the medical language models, is a plus.
What We Offer:
- A chance to work on cutting-edge problems in healthcare and life sciences, contributing to meaningful projects that impact patient outcomes.
- Long-term freelancing contracts with a commitment of at least 30 hours per week. We are seeking individuals, not agencies or teams.
- The opportunity to grow your skills and knowledge, working with a team of big data and data science experts in a supportive, collaborative environment.
To apply, please include the words 'John Snow Labs' in your cover letter and detail why you believe you are the best fit for this role. This is more than just a contract — it's a chance to make a real difference.
Our Commitment to You
At John Snow Labs, we believe that diversity is the catalyst of innovation. We’re committed to empowering talented people from every background and perspective to thrive.
We are an award-winning global collaborative team focused on helping our customers put artificial intelligence to good use faster. Our website includes The Story of John Snow, and our Social Impact page details how purpose and giving back is part of our DNA. More at JohnSnowLabs.com
- We are a fully virtual company, collaborating across 28 countries.
- This is a contract opportunity, not a full-time employment role.
- This role requires the availability of at least 30-40 hours per week.
John Snow Labs is an award-winning AI and NLP company, accelerating progress in data science by providing state-of-the-art software, data, and models. Founded in 2015, it helps healthcare and life science companies build, deploy, and operate AI products and services. John Snow Labs is the winner of the 2018 AI Solution Provider of the Year Award, the 2019 AI Platform of the Year Award, the 2019 International Data Science Foundation Technology award, and the 2020 AI Excellence Award.
John Snow Labs is the developer of Spark NLP - the world’s most widely used NLP library in the enterprise - and is the world’s leading provider of state-of-the-art clinical NLP software, powering some of the world’s largest healthcare & pharma companies. John Snow Labs is a global team of specialists, of which 33% hold a Ph.D. or M.D. and 75% hold at least a Master’s degree in disciplines covering data science, medicine, software engineering, pharmacy, DevOps and SecOps.
Originally posted on Himalayas