Etsy
Etsy
Etsy ir globāls e-komercijas tirgus, kurā radoši uzņēmēji pircējiem visā pasaulē pārdod unikālas preces, tostarp ar rokām darinātus izstrādājumus, vintage preces un rokdarbu piederumus. Uzņēmums, kas dibināts 2005. gadā, izstrādā tirgus rīkus un tehnoloģijas, lai atbalstītu savu pārdevēju un pircēju kopienu, vienlaikus cenšoties saglabāt tirdzniecības cilvēcisko aspektu. Etsy uzsver ilgtspēju, daudzveidību, vienlīdzību un iekļaušanu, kā arī piedāvā elastīgus darba veidus, paplašinot savas komandas tirgus, mazumtirdzniecības un tehnoloģiju jomās.

Machine Learning Engineer, Search, Ads & Recommendations — Etsy Hybrid

Build and operate machine learning systems powering search, advertising, and recommendations across Etsy’s global marketplace. Own models from data pipelines and experimentation through production deployment and optimization.

Apraksts

  • Develop user-focused machine learning systems for Etsy’s two-sided marketplace
  • Manage models across data and feature pipelines, training, evaluation, and production serving
  • Assess model performance through live A/B testing on Etsy.com and the Etsy app
  • Use machine learning, deep learning, and information retrieval to improve relevance, personalization, and engagement for buyers and sellers
  • Prototype, optimize, and deploy machine learning models at scale
  • Plan and conduct online and offline A/B experiments
  • Diagnose and resolve complex issues in model and system behavior
  • Track product performance and drive improvements with product and analytics partners
  • Collaborate with software engineers, applied scientists, data scientists, product managers, designers, and analytics partners
  • Based on team assignment, build capabilities for sponsored-search retrieval and ranking, ad allocation, user modeling, personalized ranking, multi-objective optimization, intent prediction, dual-encoder and hybrid retrieval, and large-scale indexing and serving
  • Report to the engineering manager responsible for the assigned team

Prasības

  • Experience as a senior or staff-level machine learning engineer
  • Demonstrated use of statistical and machine learning methods to solve practical problems
  • Expertise or experience in information retrieval, search, recommendations, advertising, natural language processing, deep learning, multimodal learning, or reinforcement learning
  • Practical experience training, deploying, monitoring, debugging, and improving production machine learning systems for search, recommendations, or advertising
  • Production experience developing large-scale machine learning systems with Python, Java, Scala, or comparable languages
  • Experience using modern machine learning frameworks such as PyTorch or TensorFlow/TFX
  • Ability to write and manipulate data at large scale
  • Ability to produce clear, tested, maintainable code
  • Ability to define requirements and lead a team from design through delivery
  • Master’s or Ph.D. in computer science or a related engineering discipline with at least two years of applied machine learning experience, or equivalent experience
  • Must live within commuting distance of Etsy’s Brooklyn office, with remote consideration outside that area subject to occasional office travel

Priekšrocības

  • Equity package
  • Annual performance bonus
  • Benefits package for employees and their families
  • Visa sponsorship may be available for selected roles and skill sets
  • Hybrid schedule requiring office attendance once or twice weekly depending on proximity
  • Remote candidates outside commuting distance may be considered with occasional office travel

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