TL;DR
Mid-Senior Machine Learning Engineer (AI): Designing and developing large-scale machine learning and deep learning models for high-impact consumer-facing applications with an accent on search retrieval, ranking, and content personalization. Focus on designing A/B test plans, analyzing dynamic structured and unstructured data, and deploying models from conception to production.
Location: Hybrid in San Mateo, CA, USA. Base pay may vary based on location.
Salary: $187,400–$281,200 USD
Company
Sony Interactive Entertainment is committed to personalizing the PlayStation experience for hundreds of millions of users by delivering impactful ML models and systems.
What you will do
- Design and develop machine learning and deep learning models and systems for consumer-facing applications like search, ranking, and recommendations.
- Create metrics and design A/B test plans to evaluate model performance and convey impacts to stakeholders.
- Collaborate with cross-functional technical and non-technical teams on architecture, design, and code implementations.
- Analyze and produce insights from large amounts of dynamic structured and unstructured data using modern big data technologies.
- Produce reusable code and conduct peer code reviews according to standard methodologies in Python.
Requirements
- Advanced degree (Master’s or Ph.D.) in CS/Statistics/Data Science, specializing in machine learning.
- Industry work experience in designing and implementing large-scale search retrieval and ranking models.
- Proven track record of successfully delivering large-scale commercial machine learning products from conception to production.
- Proficiency with Python and ML frameworks such as Tensorflow, PyTorch, MLlib.
- Experience in developing various ML models using structured and unstructured data.
- Industry experience in A/B testing.
- Strong communication skills with the ability to convey complex technical concepts to diverse stakeholders.
- Experience with modern ML tech stacks, Databricks, Snowflake, and cloud services like AWS for machine learning development and deployment.
Nice to have
- Experience in developing personalized search systems.
- Experience with LLM applied in search or recommendation systems.
- Experience in standard methodologies for large-scale DL training/Inference.
- Experience working on critical and consumer-facing ML applications.
Culture & Benefits
- Work in an agile environment, collaborating across Engineering, Product, and Business teams.
- Immerse yourself in groundbreaking ML technologies, tools, and processes.
- Eligible for SIE’s top-tier benefits package including medical, dental, vision, matching 401(k), paid time off, and a wellness program.
- Coveted employee discounts for Sony products.
- Role may be eligible for a bonus package.
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