Valo Health
Intelligent Health #intelligenthealth
Staff Data Scientist, Graph ML
Location
Massachusetts
Posted
20 days ago
Salary
$200.6K - $236K / year
Postgraduate DegreeEnglishAWSCloudNode.jsPythonPy TorchSpark
Job Description
• Develop and deploy graph ML solutions to synthesize and extract novel insights from Valo data in the context of a vast corpus of knowledge in medicine, molecular biology, human genetics, and drugs, to drive compute-enabled biological hypothesis generation.
• Collaborate closely with a diverse group of data scientists and biologists to enable the contextualization of predicted drug targets within relevant patient subpopulations.
• Communicate methodological approaches and key results to internal and external cross-functional stakeholders.
• Work with other data scientists, software engineers, and data engineers to continue building and improving Valo’s integrated graph platform to accelerate insights across multiple projects and applications.
Job Requirements
- MS or PhD in a quantitative field with extensive experience at the intersection of machine learning and graph analytics
- Experience in healthcare, medicine, molecular biology, computational biology, or life sciences.
- Advanced knowledge of and experience with graph ML techniques such as Graph Neural Network (GNN) models applied to link prediction, node classification, and other biomedical-relevant computational tasks, as well as related explainability methods
- Experience or general knowledge of knowledge-graph building and graph databases
- Familiarity with general graph algorithms and relevant Python libraries
- Strong experience in Python and machine learning and/or deep-learning frameworks (e.g., pytorch)
- Experience with data science best practices (data provenance, code versioning, reproducibility, git, etc), large-scale data analytics engines (e.g., Spark or Dask), and working in cloud environments (e.g., AWS)
- Strong data visualization, analytical, problem-solving, and communication skills, with demonstrated ability to condense, summarize, and synthesize results into informative and actionable presentations to experts from different fields.
Benefits
- healthcare coverage
- annual incentive program
- retirement benefits
- broad range of other benefits
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