Senior Data Scientist, Graph ML

## Build a Safer World. TRM Labs provides AI-powered intelligence solutions that help public and private sector agencies investigate and disrupt crime. TRM's platforms enable investigators to trace illicit activity, build cases, and construct operating pictures of threat networks. Leading agencies and businesses worldwide rely on TRM to make the world safer and more secure.

## The impact you will have: - Design, build, and productionize machine learning models focused on: - Knowledge extraction from unstructured data (e.g., NER, entity linking) - Graph-based learning and inference - Entity resolution and relationship discovery - Evaluate and leverage existing ML models and frameworks to solve real-world problems efficiently - Partner closely with backend and graph engineers to integrate ML models into production services and APIs - Contribute to the design and evolution of knowledge graphs and ontologies - Perform exploratory data analysis (EDA) to inform modeling decisions and system design - Own ML components end-to-end, including experimentation, evaluation, deployment, and iteration - Help shape best practices for applied ML within the Knowledge Layer team

## What we’re looking for: - 5+ years of experience in data science, machine learning engineering, or applied ML - Strong programming experience in Python - Hands-on experience building, training, or deploying machine learning models in production - Familiarity with NLP or information extraction techniques, such as Named Entity Recognition (NER), text classification, or embedding-based approaches - Experience or strong interest in knowledge graphs, graph data, or graph-based ML - Solid software engineering fundamentals, including building and maintaining APIs or services - Ability to translate ambiguous problem spaces into practical ML solutions - Strong communication skills and comfort collaborating with engineers across disciplines

## Life at TRM - Priorities and targets to change quickly as we experiment and iterate - Work that often requires operating with a high degree of ambiguity - A high level of personal ownership and accountability - Close collaboration across teams and functions - Frequent, high-touch communication - Creative problem solving and out-of-the-box thinking - A pace that rewards urgency, adaptability, and outcomes

TRM Labs provides blockchain intelligence and analytics technology to help customers combat financial crimes such as terrorist financing, drug trafficking, and human trafficking. Their solutions are used by law enforcement, financial institutions, and organizations to analyze blockchain data and detect illicit activity. The company operates in the crypto and Web3 space with a mission-driven team combining expertise in data science, engineering, and financial intelligence.