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Machine Learning Staff Software Engineer, Search Personalization

Google
California, USA
Senior · 8+ years experience
Onsite
USD 207000-300000 / year
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sqltensorflow

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Responsibilities

  • Design and implement personalized user models to optimize for user happiness, including Neural Deep Retrieval Models, Deep Neural Network Ranking/Scoring models, User/Content Clustering Models, Large Language Models (LLM)-based Retrieval Augmented Generation Models, and more.
  • Build user and content clustering models to enable core personalization and ranking use cases.
  • Enhance model performance and personalization precision/recall through advanced modeling techniques such as transformers, distillation, reward shaping, multi-task learning, neural bandits, etc. and capabilities through feature engineering, automatic parameter tuning, label quality engineering, etc.
  • Scale the model's applications to a multitude of modalities (content, queries, videos and notifications) and use cases (retrieval, ranking, content generation, diversification, etc.).
  • Create next-generation realtime ML models that can capture new user interests and world trends in seconds and scale model training and serving to billions of users.

Minimum qualifications:

  • Bachelor’s degree or equivalent practical experience.
  • 8 years of experience in software development.
  • 5 years of experience building and deploying recommendation systems models (retrieval, prediction, ranking, embedding) in production and experience building architecture in different modeling domains.
  • 5 years of experience with ML design and ML infrastructure (e.g., model deployment, model evaluation, data processing, debugging, fine tuning).
  • 5 years of experience testing, and launching software products, and 3 years of experience with software design and architecture.

Preferred qualifications:

  • 8 years of experience with data structures and algorithms.
  • 6 years of ML or Quality experience working on recommendation systems.
  • Experience in recommender systems, clustering algorithms, SQL, deep model.
  • Experience in C++, Dremel/F1 and TensorFlow.
  • Experience working with research.
  • Ability to drive quality projects end-to-end from design to implementation to eventual launch.

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