TRM Labs
Senior Data Scientist Graph ML
North AmericaFull-timeGlobal
š Midš Remote
ActivePosted within the last 30 days
Job Description
[AI-summarized by JobStash]
You will design and build machine learning models that extract knowledge from unstructured data and perform graph based learning and inference. You will own ML components end to end from experimentation to deployment and collaborate with backend and data engineering teams to productionize solutions. You will contribute to knowledge graphs and ontologies and help shape practical ML practices within the Knowledge Layer team.
Requirements
- ā5+ years of experience in data science machine learning engineering or applied ML
- āStrong programming experience in Python
- āHands on experience building training deploying machine learning models in production
- āFamiliarity with NLP or information extraction techniques such as Named Entity Recognition NER text classification or embedding based approaches
- āExperience or strong interest in knowledge graphs graph data or graph based ML
- āSolid software engineering fundamentals including building and maintaining APIs or services
- āAbility to translate ambiguous problem spaces into practical ML solutions
- āStrong communication skills and comfort collaborating with engineers across disciplines
Responsibilities
- āDesign build and productionize machine learning models focused on knowledge extraction from unstructured data
- āPerform graph based learning and inference and advance entity resolution and relationship discovery
- āEvaluate and leverage existing ML models and frameworks to solve real world problems efficiently
- āCollaborate with backend and graph engineers to integrate ML models into production services and APIs
- āContribute to the design and evolution of knowledge graphs and ontologies
- āPerform exploratory data analysis to inform modeling decisions and system design
- āOwn ML components end to end including experimentation evaluation deployment and iteration
- āHelp shape best practices for applied ML within the Knowledge Layer team
Tech Stack
Pythonmachine_learningentity_resolutionknowledge_graphknowledge_extractiondata_sciencegraph_mlontology