Data Scientist (Forward Deployed)
External
Fundamental · JapanPrepare for this interview
EliteAI-generated questions, company research, and talking points tailored to this role
About the role
Fundamental is seeking a Forward Deployed Data Scientist/MLE to facilitate the adoption of NEXUS and collaborate with customers to address complex technical challenges. The Data Scientist is an integral part of our FDE team, which is dedicated to driving the successful deployment of Fundamental products and proving value over legacy baselines or net new use cases. They work hand-in-hand with customers from the Proof of Value stage to post-implementation, ensuring our solutions run securely in the client's production heartbeat. In this role, you'll manage customer relations involving multiple stakeholders (IT, C-suite, and data science teams) and function as a key bridge, translating field insights into our product roadmap.
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
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
Benefits
Additional Information
About Fundamental Fundamental is an AI company pioneering the future of enterprise decision-making. Founded by DeepMind alumni, Fundamental has developed NEXUS - the world's most powerful Large Tabular Model (LTM) - purpose-built for the structured records that actually drive enterprise decisions. Backed by world class investors and trusted by Fortune 100 companies, Fundamental unlocks trillions of dollars of value by giving businesses the Power to Predict. At Fundamental, you'll work on unprecedented technical challenges in foundation model development and build technology that transforms how the world's largest companies make decisions. This is your opportunity to be part of a category-defining company from the ground-up. Join the team defining the future of enterprise AI.
Your Match
How well this role fits your profile.
Company Intel
What employees say
Worked at Fundamental? Share your experience