Senior Machine Learning Scientist
Remote
POSITION SUMMARY:
Natera is seeking a highly skilled Machine Learning Scientist to contribute to cutting-edge research and development within our Artificial Intelligence and Machine Learning team, focused on molecular therapeutics and biomarker discovery. The successful candidate will play a key role in implementing and expanding state-of-the-art deep learning models and foundation models within the biomedicine space, leveraging extensive hands-on experience and a proven track record. You will also work closely with researchers and medical professionals to interpret model results and revolutionize medical diagnostics and treatments.
RESPONSIBILITIES:
- Design, implement, and evaluate deep learning models, such as deep sequence and biomedical foundation models, with scientific rigor for applications in therapeutics, prognostics, and diagnostics.
- Independently explore and stay current with the latest advancements in AI/ML and biomedical literature, applying cutting-edge AI/ML approaches to solve complex problems in molecular diagnostics and therapeutics.
- Interpret machine learning models by explainable AI methods (e.g. GradCAM, Shap) on diverse data modalities, such as genomics, transcriptomics and imaging, generating insights to enhance model transparency and trust.
- Document code and model by maintaining well-structured, readable, and reproducible workflows. Use version control systems (e.g. Git) and reproducible demos (e.g. Jupyter notebooks) to ensure consistency across projects.
- Communicate scientific results effectively through internal meetings, external conferences, and peer-reviewed publications, translating complex technical concepts for both technical and non-technical audiences.
- Collaborate with domain experts such as medical professionals, bioinformaticians, and statisticians to guide and refine R&D efforts in AI-driven medical diagnostics and therapeutics.
QUALIFICATIONS:
-
PhD in Computer Science, Statistics, Bioinformatics, or a related quantitative field
KNOWLEDGE, SKILLS, AND ABILITIES:
- Proven experience with deep sequence models, biomolecular foundation models, graph neural networks, modality fusion, representation learning, generative models, and self-supervised learning techniques; and a demonstrated track record of machine learning applications to genomics, proteomics, and/or multi-omics big data.
- Highly proficient in PyTorch, lightning, tensorboard, captum, scikit-learn, transformers, and Huggingface APIs.
- Experience with SQL databases (snowflake and mysql-server).
- Experience in Git, jupyter notebook, and advanced visualizations (seaborn, plotly)
- Experience with AWS, single and multiple GPU-accelerated environments
- Ability to clearly summarize and communicate results in oral and written form.
- High scientific rigor and eagerness to teach and learn about new machine learning methods and biology.
- Experience with oncology or immunology is a plus
- Experience with medical imaging and joint modeling of cancer genomics and imaging is a plus
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.
If you are based in California, we encourage you to read this important information for California residents.
Link: https://www.natera.com/notice-of-data-collection-california-residents/
Please be advised that Natera will reach out to candidates with a @natera.com email domain ONLY. Email communications from all other domain names are not from Natera or its employees and are fraudulent. Natera does not request interviews via text messages and does not ask for personal information until a candidate has engaged with the company and has spoken to a recruiter and the hiring team. Natera takes cyber crimes seriously, and will collaborate with law enforcement authorities to prosecute any related cyber crimes.
For more information:
- BBB announcement on job scams
- FBI Cyber Crime resource page
Job Profile
RestrictionsRemote position
Benefits/Perks401k benefits Commuter benefits Competitive Competitive benefits Comprehensive medical Dental Disability plans Employee benefits Employee Referral Program Fertility care Fertility care benefits Free testing Life Life and disability plans Medical Pregnancy and baby bonding leave Vision
Tasks- Collaborate with domain experts
- Collaboration
- Communicate scientific results
- Design and implement deep learning models
- Document code and models
- Explore advancements in AI/ML
- Interpret machine learning models
- Research
AI APIs AWS Big Data Bioinformatics Biomedical Cancer genomics Captum Cell-free DNA Collaboration Collection Computer Databases Deep Learning Design Diagnostics Explainable AI Generative models Genetics Genetic Testing Genomics Git Gradcam Graph Neural Networks HuggingFace Immunology Jupyter Lightning Machine Learning Management ML Modality fusion Molecular diagnostics Multi-omics MySQL Mysql-server Neural Networks Oncology Orientation Plotly Proteomics PyTorch R Representation learning Research Scikit-learn Seaborn Self-supervised learning Shap Snowflake Software SQL Statistics Tensorboard Testing Transformers Version Control
EducationBioinformatics Biology Business Computer Science Genetics Oncology Ph.D. Science Software Statistics
Timezones