Recommendation Systems Engineer (AI/ML)
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
TL;DR
Recommendation Systems Engineer (AI/ML): Designing and optimizing recommendation systems for Fortnite's Discover experience with an accent on personalized content discovery and multi-stage ranking pipelines. Focus on implementing deep learning models, managing real-time reranking, and balancing content diversity across a massive UGC catalog.
Location: Must be based in the US (including CA, NYC, & WA)
Salary: $147,584 — $270,571 USD
Company
Global leader in game development and engine technology, creator of Fortnite and Unreal Engine.
What you will do
- Design and implement retrieval, ranking, and reranking models using deep learning approaches like two-tower architectures and transformers.
- Build and optimize multi-stage candidate generation and impression allocation pipelines to balance relevance and diversity.
- Design and execute A/B experiments to validate model improvements and own evaluation frameworks.
- Collaborate with analytics and content quality teams to refine ranking signals such as genre classification and creator credibility.
- Own ML infrastructure decisions, balancing batch, near-real-time, and streaming serving architectures.
Requirements
- 3-5+ years of experience building production recommendation or ranking systems, preferably in UGC or marketplaces.
- Expertise in deep learning for information retrieval and multi-stage recommendation pipelines.
- Strong Python engineering skills with proficiency in PyTorch and large-scale data processing (Spark).
- Proven ability to design and analyze A/B experiments and handle recommendation system biases.
- Experience working in cloud-based ML environments (AWS).
Nice to have
- Experience with content understanding models (NLP, vision, or generative AI) used as ranking features.
- Knowledge of explore/exploit strategies, content cold-start, or counterfactual evaluation.
- Familiarity with creator economy dynamics and incentive design.
- Passion for video games or experience with gaming analytics.
Culture & Benefits
- 100% employer-paid premiums for medical, dental, and vision insurance for employees and dependents.
- 401k plan with a competitive company match.
- Unlimited PTO and sick time.
- Paid sabbatical after 7 years of employment.
- Mental well-being program providing free therapy and coaching via Modern Health.
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