2 дня назад
Machine Learning Scientist III (Ads, Search & Recommendations)
194 040 - 206 167$
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Machine Learning Scientist III (Ads, Search & Recommendations) (Machine Learning/Recommendations): Building personalized candidate-generation, retrieval, scoring, and ranking systems for Wayfair’s advertising and search experiences with an accent on deep learning, sequence modeling, embeddings, and multi-modal technologies. Focus on solving cold-start, data sparsity, product compatibility, and seasonality challenges while deploying production ML systems at extreme scale.
Location: Hybrid in Seattle, Washington, United States; in-office Tuesday–Thursday and remote Monday and Friday
Annual base salary: $194,040–$206,167
Company
is an online retail platform that uses technology and machine learning to help customers discover home products.
What you will do
- Build and optimize candidate-generation and retrieval pipelines for personalized product recommendations and advertising.
- Apply deep learning, representation learning, sequence modeling, embeddings, and multi-modal modeling to user, product, and contextual signals.
- Develop scoring, ranking, and ad-allocation systems that balance personalization, relevance, and business impact.
- Address recommendation challenges including cold start, data sparsity, product compatibility, and seasonality.
- Collaborate with product managers, engineers, data scientists, and business partners on end-to-end ML projects.
- Contribute to internal knowledge sharing, technical documentation, and external ML conferences.
Requirements
- 2+ years of experience with a PhD, 4+ years with an MS, or 6+ years with a BS in a quantitative STEM field.
- At least 1 year of industry experience as an ML engineer, applied scientist, or research scientist delivering recommendation, search, or ranking projects autonomously.
- Expertise in recommendation systems, candidate generation, ranking algorithms, and user-item modeling.
- Strong understanding of sequence modeling, GCNNs, and/or embedding-based personalization.
- Strong Python proficiency and experience deploying machine learning models in production.
- Experience with GCP services including BigQuery, GCS, Vertex AI, and Composer, plus Airflow, MLflow, and Docker.
Culture & Benefits
- Hybrid work environment with a flexible schedule.
- Paid holidays, paid time off, medical, dental, vision, HSA/FSA, life insurance, and disability protection.
- 401(k) matching, tuition reimbursement, and tax-advantaged accounts.
- Parental leave, family planning support, caregiver services, and global adoption and surrogacy policies.
- Mental health support, fitness discounts, employee discounts, volunteer leave, and professional recognition programs.
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