3 дня назад
Applied ML Engineer (Recommendation Systems)
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Applied ML Engineer (Recommendation Systems): Building and adapting large-scale recommendation models for enterprise customers with an accent on sequential architectures and production constraints. Focus on designing data pipelines, fine-tuning frontier models like HSTU, and ensuring measurable business outcomes through rigorous evaluation.
Location: Hybrid, Boston
Company
is a startup spun out of MIT CSAIL, building general-purpose, efficient AI systems for enterprise partners across industries like automotive, life sciences, and finance.
What you will do
- Act as the technical owner for enterprise customer engagements involving recommendation and ranking workloads.
- Translate customer requirements into concrete specifications for recommendation models.
- Design and execute data pipelines for user interaction data, feature engineering, and training data curation at scale.
- Fine-tune and adapt large-scale sequential recommendation models for customer-specific use cases.
- Design task-specific evaluations for model performance, including ranking quality, latency, and throughput.
- Build reusable applied tooling and workflows to accelerate future customer engagements.
Requirements
- Hands-on experience building or fine-tuning recommendation models at scale.
- Experience with sequential recommendation architectures, user behavior modeling, or large-scale ranking systems.
- Strong intuition for data quality and evaluation design in recommendation contexts.
- Experience with large-scale data pipelines for user interaction data and feature engineering.
- Proficiency in Python and PyTorch with autonomous coding and debugging ability.
Nice to have
- Experience with transformer-based recommendation architectures (HSTU, SASRec, BERT4Rec).
- Experience delivering recommendation systems to external customers with measurable business outcomes.
- Familiarity with serving recommendation models under latency and throughput constraints.
Culture & Benefits
- Competitive base salary with equity in a unicorn-stage company.
- 100% coverage of medical, dental, and vision premiums for employees and dependents.
- 401(k) matching up to 4% of base pay.
- Unlimited PTO plus company-wide Refill Days.
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