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Staff Data Scientist, Machine Learning
3 months ago
Location: Lexington, MA, San Francisco, New York, or Remote USA
About Us
Valo Health is a technology company that is integrating human-centric data and AI-powered technology to accelerate the creation of life-changing drugs for more patients faster. Valo was created with the belief that the drug discovery and development process can and should be faster and less expensive, with a much higher probability of success. We are using models early to fail less often, executing clinical trials to add valuation to the company, and generating fit-for-purpose data to feed back into Valo's Opal Computational PlatformTM as we reinvent drug discovery and development from the ground up. Disease doesn't wait, so neither can we.
We are a multi-disciplinary team of experts in science, technology, and pharmaceuticals united in our mission to achieve better drugs for patients faster. Valo is committed to hiring diverse talent, prioritizing growth and development, fostering an inclusive environment, and creating opportunities to bring together a group of different experiences, backgrounds, and voices to work together. We achieve the widest-ranging impact when we leverage our broad backgrounds and perspectives to accelerate a new frontier in health. Valo seeks to become the catalyst for the pharmaceutical industry and drive the digital transformation of the industry. Are you ready to join us?
About the Role
As a Staff Scientist, Machine Learning, you will be a core member of a team of data scientists and engineers building a powerful computational platform for advancing the research and development of new medicines. As part of the Translational Data Science team, you will help design, develop, and apply machine learning (ML) models, methods, and pipelines for scientific problems involving clinical and biomedical data. Successful candidates will work with a diverse set of data scientists, biological scientists, epidemiologists, and software engineers in ways that cut across traditional industry boundaries.
What You'll Do...
- Perform hands-on exploratory and defined analysis and modeling of high-dimensional longitudinal data to generate fit-for-purpose evidence for decision making for multiple projects.
- Design and implement innovative ML approaches leveraging Valo's proprietary platform (data assets and data science packages) as well as newly published methods.
- Contribute to the design and implementation of robust, automated pipelines leveraging deep learning and classical ML on high dimensional electronic health records and omics data to solve scientific problems.
- Develop well-designed, tested, and documented software packages.
- Contribute to planning, execution, interpretation, and communication of results.
- Collaborate with cross-functional teams and key stakeholders to derive user requirements, maintain alignment, and ensure the relevance and impact of models, analyses, and pipelines.
- Be an active team member in code, design, and analysis review.
What You Bring...
- BS, MS, or PhD in a quantitative field.
- Broad experience in ML including random forest, logistic regression, dimensionality reduction, clustering, metrics, model selection, feature selection, and explainability.
- Demonstrated experience implementing and applying deep learning approaches including representation learning on high dimensional or multimodal data.
- Proficient in Python and experience with ML, deep learning, and data science packages (e.g., scikit-learn, pytorch, statsmodels, scipy, MLlib).
- Experience with large-scale data analytics engines (e.g., Spark or Dask) and working in cloud environments (e.g., AWS).
- Experience with collaborative software development using source control management (e.g., git, unit testing, code review, CI/CD).
- Experience with MLops including workflow orchestration (e.g., Airflow, Prefect), experiment tracking (e.g., MLflow), containerization (e.g., Docker), and reproducible research.
- Experience with statistical methods such as hypothesis testing, longitudinal modeling, and time to event analysis.
- Ability to work effectively in teams or independently.
- Strong work ethic with a bias for execution and an ability to manage multiple priorities, ambiguity, and tight timelines.
- Experience with electronic health records and omics data preferred.
- Familiarity with the drug discovery and development process preferred.
Salary
- New York Base Salary: $192,780 to $203,900
- San Francisco Base Salary: $200,000 to $227,000
This range represents the low and high end of the anticipated annual base salary range for the New York City based and San Francisco based position. The actual annual base salary will depend on numerous factors such as: experience, knowledge, skills, and if the location of the job changes.
More on Valo
Valo Health, Inc ("Valo") is a technology company built to transform the drug discovery and development process using human-centric data and artificial intelligence-driven computation. As a digitally native company, Valo aims to fully integrate human-centric data across the entire drug development life cycle into a single unified architecture, thereby accelerating the discovery and development of life-changing drugs while simultaneously reducing costs, time, and failure rates. The company's Opal Computational PlatformTM is an integrated set of capabilities designed to transform data into valuable insights that may accelerate discoveries and enable Valo to advance a robust pipeline of programs across cardiovascular metabolic renal, oncology, and neurodegenerative disease. Founded by Flagship Pioneering and headquartered in Lexington, MA, Valo also has an office in New York City. To learn more, visit