4 дня назад
Senior AI Researcher (Relational Foundation Models)
148 600 - 306 300$
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Senior AI Researcher (Relational Foundation Models) (AI/Structured Data): Developing general-purpose foundation models that learn, reason, and make predictions from complex multi-table enterprise data with an accent on model architecture, large-scale pretraining, and rigorous evaluation. Focus on designing relational learning methods, running distributed GPU experiments, building synthetic datasets and benchmarks, and translating research into scalable production-ready prototypes.
Location: Palo Alto, United States; hybrid work pattern
Salary: USD 148,600–306,300 per year
Company
SAP develops enterprise applications and business AI that support business-critical operations across finance, procurement, HR, supply chain, and customer experience.
What you will do
- Lead original research into relational foundation models for multi-table enterprise databases.
- Design model architectures, pretraining strategies, learning objectives, and inference methods for relational and structured data.
- Run distributed GPU experiments, ablation studies, evaluation benchmarks, and rigorous baseline comparisons.
- Develop datasets, synthetic data generators, and evaluation frameworks for relational learning.
- Translate research findings into scalable prototypes for engineering and product integration.
- Mentor researchers and engineers, provide technical leadership, and publish at leading AI research venues.
Requirements
- PhD in Machine Learning, Computer Science, Statistics, Applied Mathematics, or a closely related field, or equivalent demonstrated research experience.
- Strong publication record at leading venues such as NeurIPS, ICML, ICLR, KDD, AAAI, or AISTATS.
- Deep expertise in foundation-model techniques, including Transformer architectures, attention mechanisms, large-scale pretraining, in-context learning, and transfer learning.
- Hands-on experience with tabular machine learning, graph neural networks, relational learning, or structured prediction.
- Strong Python and PyTorch skills, including independently implementing, debugging, and evaluating research ideas end to end.
- Ability to conduct rigorous experiments and work independently from problem identification through validated results.
Nice to have
- Experience with relational deep learning, heterogeneous graph learning, synthetic data generation, or large-scale pretraining.
- Knowledge of relational databases, SQL, or data-warehouse architectures.
- Experience with distributed training, benchmark development, or open-source machine learning libraries.
Culture & Benefits
- Flexible working models and an inclusive culture focused on health and well-being.
- Opportunity to collaborate with teams around the world and participate in global forums.
- Autonomy to explore new research methods and support for scaling research impact.
- Variable incentive opportunities and additional benefits may be available according to applicable plans and policies.
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