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python tensorflow pytorch data pipelines transformersπ Description
- Design and deploy ML models for competitive signals from crawled data.
- Build end-to-end ML pipelines for offline training and low-latency online serving.
- Apply entity resolution to map listings to Airbnb taxonomy.
- Collaborate with crawling infra, data engineers, and product teams to define ML problems.
- Run offline and online experiments to evaluate models and drive decisions.
π― Requirements
- 5β10 years of applied ML experience with production models.
- Python expert; experience in Scala/Java a plus.
- ML fundamentals: feature engineering, model selection, A/B testing, skew mitigation.
- Proficient with TensorFlow or PyTorch; transformers and gradient boosted trees.
- Experience building end-to-end ML pipelines (batch and real-time).
- BS/MS/PhD in CS, ML, or related field.
π Benefits
- Remote-eligible with US-based location.
- Comprehensive health, dental, and vision coverage.
- Generous PTO and parental leave.
- Bonus, equity, and Employee Travel Credits.
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