Machine Learning Engineer II, Search @ PlayStation Global
placeSan Diego, California, United States
attach_money $214,000
businessOn Site
scheduleFull Time
Posted 21 hours ago
Your Application Journey
Interview
Email Hiring Manager
****** @playstation.com
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Job Details
About the Role
Join PlayStation Global as a Machine Learning Engineer II, Search and help personalize the experience for millions of users. You will work in an agile environment with cross-functional teams including Engineering, Product, and Business to develop and deliver large-scale machine learning systems.
Key Responsibilities
- Design and develop machine learning and deep learning models for consumer-facing applications such as search retrieval and ranking.
- Utilize state-of-the-art ML and DL technologies for recommendation systems.
- Create performance metrics and design A/B test plans for offline and online model evaluations.
- Collaborate with cross-functional teams on architecture, design, and coding implementations.
- Analyze dynamic structured and unstructured data using modern big data technologies.
- Produce reusable code in Python and perform peer code reviews.
You Bring
- Advanced degree in CS/Statistics/Data Science with a specialization in machine learning.
- Industry experience with large-scale search retrieval and ranking models.
- Proven record in delivering commercial machine learning products from conception to production.
- Expertise in Python and familiarity with Scala or Java and ML frameworks such as TensorFlow, PyTorch, and MLlib.
- Experience with A/B testing, Databricks, Snowflake, Tecton, and cloud services (e.g., AWS).
- Strong communication skills to explain complex concepts to diverse stakeholders.
Preferred Qualifications
- Experience in personalized search systems and LLM applications in search or recommendation systems.
- Hands-on experience with large-scale DL training/inference and cloud-based environments.
- Experience working on critical, consumer-facing ML applications.
About PlayStation
PlayStation Global is a leader in entertainment, producing products like PlayStation®5, PlayStation®4, PlayStation®VR and more, under Sony Interactive Entertainment. You will find an inclusive work environment that embraces diversity and innovation.
Key Skills/Competency
- Machine Learning
- Deep Learning
- Search Retrieval
- Ranking Models
- Python
- Data Analysis
- A/B Testing
- Cloud Services
- Big Data
- Collaboration
How to Get Hired at PlayStation Global
🎯 Tips for Getting Hired
- Research PlayStation Global: Understand their products, culture, and recent news.
- Customize your resume: Highlight ML and search retrieval experience.
- Prepare precise projects: Detail your Python and ML work.
- Review industry trends: Stay updated on ML frameworks and cloud tech.
📝 Interview Preparation Advice
Technical Preparation
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Review ML frameworks like TensorFlow and PyTorch.
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Practice Python coding challenges and algorithm design.
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Study large-scale search retrieval model architectures.
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Familiarize with cloud services and big data tools.
Behavioral Questions
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Describe past teamwork in ML projects.
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Explain how you handle project ambiguity.
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Discuss your approach to cross-functional collaboration.
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Illustrate solving complex technical challenges.
Frequently Asked Questions
What technical skills does PlayStation Global seek for a Machine Learning Engineer II, Search?
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What educational background is preferred for a Machine Learning Engineer II, Search at PlayStation Global?
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