Staff Machine Learning and Bioinformatics Scientist (Multi-Cancer Early Detection)
纳特拉的研究团队正在开发测试,可以从单次抽血中检测到许多癌症。我们寻找一名工作人员机器学习和生物信息学科学家来帮助设计模型。你将与临床组合的大规模多模式基因组数据集合作,并与分子生物学家和临床科学家密切合作。你的研究将推进最先进的技术,并且你将从原型进行新方法,通过可扩展性实现,向临床验证,最终向患者提供:· 领导多种基因组数据上的癌症信号检测新型统计和机器学习方法的开发 · 建立可解释,精准化的模型,为整个集团设定了不确定性估算和可复制性的标准 · 使用可扩展基础设施进行原型,测试和生产的 ML 模型 · 在更大的项目中拥有关键技术成果并帮助塑造团队研究路线图 · 与分子生物学家和临床专家密切合作设计和分析实验和验证研究 ·通过代码和设计审查继续提高项目范围内的标准 · 将复杂的结果转化为技术和非技术观众的清晰故事 · 导师小科学家,倡导好奇心,合作和科学的卓越文化 QUALIFICATIONS: · 计算机科学博士学位,数学,生物信息学或相关数量领域,拥有6-12年的经验后博士学位 · 对复杂生物学数据应用的新统计/ML 分析方法开发实践经验 · 在复杂方法开发项目中创新和技术领导力的证明记录 · 深度学习和多元基础模型方面的专业知识 ·熟练使用 Python 及其科学计算生态系统 · 在研发过程中,对教学和学习新计算方法和生物学有着热情 · 优秀的沟通技能以及团队间合作方式;• 有精心经验:·熟悉 DNA 甲基化和其他基因组数据;·与无细胞 DNA 和液体生殖样本的经验;·癌症基因组学和诊断方面的背景;·实践地使用用于生物数据的多元基础模型工作。
查看英文原文
Natera’s Research team is building tests that can detect many cancers from a single blood draw. We are looking for a Staff Machine Learning and Bioinformatics Scientist to help design the models at the heart of that effort. You’ll work with large-scale, multi-modal genomic datasets from clinical cohorts and partner closely with molecular biologists and clinical scientists. Your research will advance the state-of-the-art and you will drive new methods from prototype, through scalable implementation, toward clinical validation and, ultimately, to patients.
PRIMARY RESPONSIBILITIES:
- Lead the development of novel statistical and machine learning methods for cancer signal detection on multi-modal genomic data
- Build interpretable, well-calibrated models, setting the standard for uncertainty estimation and reproducibility across the group
- Prototype, test and productionize ML models using scalable infrastructure
- Own key technical deliverables within larger projects and help shape the team’s research roadmap
- Collaborate closely with molecular biologists and clinical experts on design and analysis of experiments and validation studies
- Keep raising the bar through code and design reviews across projects
- Translate complex results into clear stories for technical and non-technical audiences
- Mentor junior scientists and champion a culture of curiosity, collaboration, and scientific excellence
QUALIFICATIONS:
- PhD in Computer Science, Mathematics, Bioinformatics, or a related quantitative field with 6-12 years of experience post-PhD
- Hands-on experience developing novel statistical / ML analysis methods applied to complex biological data
- Proven track record of innovation and technical leadership in complex method development projects
- Expertise in deep learning and multimodal foundation models
- Proficient in Python and its scientific computing ecosystem
- Scientific rigor throughout the R&D process, with eagerness to teach and learn new computational methods and biology
- Excellent communication skills and a collaborative approach across teams
Preferred Experience:
- Familiarity with DNA methylation and other epigenomic data
- Experience with cell-free DNA and liquid biopsy samples
- Background in cancer genomics and diagnostics
- Hands-on work with multimodal foundation models applied to biological data
The pay range is listed and actual compensation packages are based on a wide array of factors unique to each candidate, including but not limited to skill set, years & depth of experience, certifications and specific office location. This may differ in other locations due to cost of labor considerations.
Remote USA
$163,200—$204,000 USD
OUR OPPORTUNITY
Natera™ is a global leader in cell-free DNA (cfDNA) testing, dedicated to oncology, women’s health, and organ health. Our aim is to make personalized genetic testing and diagnostics part of the standard of care to protect health and enable earlier and more targeted interventions that lead to longer, healthier lives.
The Natera team consists of highly dedicated statisticians, geneticists, doctors, laboratory scientists, business professionals, software engineers and many other professionals from world-class institutions, who care deeply for our work and each other. When you join Natera, you’ll work hard and grow quickly. Working alongside the elite of the industry, you’ll be stretched and challenged, and take pride in being part of a company that is changing the landscape of genetic disease management.
WHAT WE OFFER
Competitive Benefits - Employee benefits include comprehensive medical, dental, vision, life and disability plans for eligible employees and their dependents. Additionally, Natera employees and their immediate families receive free testing in addition to fertility care benefits. Other benefits include pregnancy and baby bonding leave, 401k benefits, commuter benefits and much more. We also offer a generous employee referral program!
For more information, visit www.natera.com.
Natera is proud to be an Equal Opportunity Employer. We are committed to ensuring a diverse and inclusive workplace environment, and welcome people of different backgrounds, experiences, abilities and perspectives. Inclusive collaboration benefits our employees, our community and our patients, and is critical to our mission of changing the management of disease worldwide.
All qualified applicants are encouraged to apply, and will be considered without regard to race, color, religion, gender, gender identity or expression, sexual orientation, national origin, genetics, age, veteran status, disability or any other legally protected status. We also consider qualified applicants regardless of criminal histories, consistent with applicable laws.
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Link: https://www.natera.com/notice-of-data-collection-california-residents/
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