1 день назад
Machine Learning Recommendations Engineer (AI)
198 720 - 260 820$
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Machine Learning Recommendations Engineer (AI) (Machine Learning/Recommendations): Building personalization systems that model user preferences, music similarity, and engagement for real-time music discovery with an accent on probabilistic modeling, ranking, and learning from sparse interaction data. Focus on designing scalable recommendation models, translating relevance and diversity objectives into metrics, and evaluating product impact through large-scale experiments and causal analyses.
Location: San Francisco, United States; on-site
Salary: $198,720–$260,820 per year, plus equity
Company
Builds an AI-powered creative entertainment platform for music creation and discovery.
What you will do
- Formulate mathematical models of user preferences, similarity, and engagement for music discovery.
- Design learning systems that infer user taste from sparse, noisy, and evolving interaction data.
- Build and deploy scalable recommendation and ranking models under real-time latency and throughput constraints.
- Translate relevance, novelty, diversity, and long-term satisfaction objectives into measurable metrics and optimized systems.
- Run large-scale experiments and causal analyses to evaluate model behavior and product impact.
- Define the technical direction of personalization systems with product and research leadership.
Requirements
- Strong background in applied mathematics, statistics, machine learning, or a related quantitative field; PhD or equivalent experience.
- Experience designing models from first principles, including probabilistic models, optimization-based systems, representation learning, or graph-based methods.
- Proficiency in Python and modern machine learning frameworks such as PyTorch.
- Experience with user interaction data, implicit feedback, ranking losses, bandits, or reinforcement-learning-adjacent methods.
- Ability to reason about trade-offs between model quality, scalability, and system constraints.
- Must be eligible to work in the United States.
Nice to have
- Love of music through listening, exploring, or making.
Culture & Benefits
- Company equity package.
- 401(k) with a 3% employer match and Roth 401(k).
- Medical, dental, and vision insurance with PPO, HSA, and FSA options.
- 11 paid holidays, unlimited PTO and sick time, and 16 weeks of paid parental leave.
- Creative education stipend, commuter allowance, and in-office lunch five days per week.
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