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Staff Machine Learning Engineer I
hace 2 meses
About Etsy
Etsy is a global marketplace for unique and creative goods, connecting millions of entrepreneurs with buyers around the world. As an Etsy Inc. employee, you will work alongside passionate coworkers to tackle meaningful and large-scale problems, making a rewarding impact and keeping commerce human.
Job Description
We are seeking a Staff Machine Learning Engineer to join our Risk Engineering organization. Our team builds complex and scalable Machine Learning technologies to detect and prevent risk and fraud, keeping Etsy a safe and trusted marketplace.
Key Responsibilities
- Solve customer and business problems using machine learning techniques like deep neural networks, graph ML, unsupervised and semi-supervised anomaly detection.
- Develop and implement end-to-end plans, including idea generation, project planning, model development, production model serving, and ownership of model performance.
- Architect new and improve on existing ML systems, including building data architectures and enabling faster and more robust model development.
- Provide technical leadership on long-term strategy, roadmap, ML design, and system architecture.
- Help to coach and mentor more junior team members.
- Collaborate with team members and cross-team partners for problem identification, technical design/delivery, and product operationalization.
- Prototype, optimize, and manage large-scale ML models that help deliver key results.
- Conduct A/B experiments to validate the effectiveness of ML models and pipelines.
Requirements
- Experience building ML models in the fraud/risk management space.
- Experience deploying, debugging, and fine-tuning machine learning models in large-scale production systems in public clouds, with experience in Infrastructure as Code.
- Comfortable with using git, Linux environments, dockers, and other tools for writing robust, production-ready code.
- Focused experience deploying models in production at scale like unsupervised anomaly detection, graph neural network, deep learning, natural language processing, or reinforcement learning.
- Google Cloud Platform (GCP) experience is a plus.
What We Offer
Etsy is an equal opportunity workplace and is an affirmative action employer. We are committed to equal employment opportunity regardless of race, color, ancestry, religion, sex, national origin, sexual orientation, age, citizenship, marital status, disability, gender identity or Veteran status. If, due to a disability, you need an accommodation during any part of the interview process, please let your recruiter know. While Etsy supports visa sponsorship, sponsorship opportunities may be limited to certain roles and skills.
