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pytorch reinforcement learning distributed training ranking rayπ Description
- Lead the team that architects and designs notifications relevance at Reddit.
- Guide team on holistic adaptive systems covering budgeting optimization, candidate retrieval, and ranking.
- Collaborate with ML engineers to design and optimize models for personalization and re-engagement.
- Participate in full development cycle: design, develop, QA, experiment, analyze, deploy.
- Build and maintain a diverse cross-disciplinary team to solve complex challenges.
- Serve as a thought partner to product and leadership to align plans with company goals.
π― Requirements
- 2+ years of experience building and managing engineering teams.
- 5+ years in ML or software engineering on large-scale ML systems.
- Deep experience with large-scale recommender systems (retrieval + ranking) in production.
- Hands-on DL models, sequential features, and real-time systems.
- Experience with distributed training/inference (Ray, PyTorch Distributed, etc.).
- Familiarity with reinforcement learning or multi-objective optimization in recommendations.
π Benefits
- Comprehensive Healthcare Benefits and Income Replacement Programs
- 401k with Employer Match
- Global Benefit programs that fit your lifestyle, from workspace to professional development to caregiving support
- Family Planning Support
- Gender-Affirming Care
- Mental Health & Coaching Benefits
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