fundamental - Data Scientist (Forward Deployed)
Requirements
• You hold a PhD / master in CS / Math / Stats or you have equivalent deep statistical literacy • You have 2+ years as a technical individual contributor (data scientist or software engineer) • You have experience with containerization (Docker), orchestration, and writing performant APIs (FastAPI/Flask) • You master the end-to-end pipeline, from framing, pre-processing, ml algorithm and validation strategies • You have a deep understanding of data handling (PySpark, Pandas) and memory optimization • You have demonstrated experience optimizing models for a specific business problem • You hold strong communication skills with an ability to translate architectural nuances into clear business value • Experience with PyTorch and cloud-native ML pipelines (AWS, GCP, Azure) • Experience as a Forward Deployed Engineer, Staff Engineer, Machine Learning Engineer, or Staff Data Scientist • Industry-based subject matter expertise
Responsibilities
• You’ll individually help deploy into production use cases with considerable business impact, moving from "science experiments" to definitive ROI • You’ll work on rigorous head-to-head benchmarking against client baselines (XGBoost, LightGBM), executing the work of data engineering, feature engineering, and validation • You’ll work in collaboration with our research and product teams to translate operational pain points and data anomalies into essential inputs for the Fundamental roadmap • You’ll be involved in technical strategy to identify the right business problems, prevent data leakage, and handle the "last mile" integration (VPC, on-prem, air-gapped) • Your collaboration with the Sales and Solution Architect teams will help align diverse stakeholders and explain predictions to business users
Benefits
• Competitive compensation with salary and equity • Comprehensive health coverage for you and your dependents, including medical, dental, vision, and 401K • Paid parental leave for all new parents, inclusive of adoptive and surrogate journeys • Relocation support for employees moving to join the team in one of our office locations • A mission-driven, low-ego culture that values diversity of thought, ownership, and bias toward action
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