Senior Data Engineer, AI/ML
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Job Description
Sr. Data Engineer helping evolve modern data stack for AI and ML at Octave. Collaborating with teams to ensure reliable data pipelines and scalable analytics.
Responsibilities:
- Design, build, and maintain scalable systems for ingestion, transformation, and storage of data, with a focus on testing and observability.
- Implement frameworks, tooling, and automation to safely increase development velocity.
- Develop foundational end-to-end AI/ML workflows from (1) source ingestion and preparation, (2) training and tuning, (3) experimentation and productionization, and (4) downstream systems integration (EHR modules, micro-services, dashboards).
- Support iterative model development and production operations and observability (accuracy, drift, bias, fairness, reproducibility).
- Contribute to a culture of continuous improvement, knowledge-sharing and mentoring of peer engineers.
Requirements:
- Bachelor’s degree (or equivalent) in Computer Science, Data Science, Statistics, Engineering or a related field.
- 5+ years of experience in data engineering, platform engineering, or ML engineering.
- Experience working with major cloud data platforms and tools:
- Preferred experience: Healthcare, behavioral health, EHR systems, and/or regulated industries.
- Specific expertise with: AWS/GCP, dbt, Airflow, Airbyte, Redshift/BigQuery.
- Proficiency in SQL and Python
- Proficiency with data ops best practices, monitoring, pipeline automation, and CI/CD.
- Knowledge of modern compute and ML frameworks/libraries (i.e., Spark, TensorFlow, PyTorch, scikit-learn).
- Ability to build production APIs and services, inclusive of MCP servers that expose internal data/services to LLMs.
- A collaborative mindset, dependable execution, drive to reflect and improve, and humility to ask questions and learn.
Benefits:
- company sponsored life insurance
- disability and AD&D plans
- Voluntary benefits such as 401k retirement
- medical, dental, vision, FSA, HSA, dependent care and commuter/parking options
- generous Paid Time Off
- paid parental leave benefits.
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