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Machine Learning Engineer (AI)
Описание вакансии
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TL;DR
Senior Machine Learning Engineer (AI): Designing, developing, and deploying very large-scale machine learning systems for content personalization and product recommendations with an accent on deep learning models and A/B testing. Focus on solving complex data analysis challenges, optimizing model performance, and collaborating with cross-functional teams to deliver impactful ML experiences.
Company
is a global leader in entertainment, producing PlayStation products and services as a wholly-owned subsidiary of Sony Group Corporation.
What you will do
- Design and develop various machine learning and deep learning models and systems for high-impact consumer-facing applications such as content personalizations and product recommendations.
- Work with a broad spectrum of state-of-the-art machine learning and deep learning technologies, especially in recommendation systems.
- Create metrics and design A/B test plans to evaluate model performance offline and online, conveying 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
- Masters degree in CS/Statistics/Data Science, with a specialization in machine learning.
- Experience with Python, and ideally also Scala or Java.
- Experience in developing ML models for structured data.
- Proficient with Machine learning frameworks such as Tensorflow, PyTorch, Spark MLlib.
- Industry experience in designing and implementing large-scale machine learning-based recommender systems.
- Industry experience in A/B testing, experimentation design and test analysis.
- Strong coding, machine learning, and statistical knowledge.
Nice to have
- Experience with Databricks, Snowflake, Spark, Tecton, Kubernetes, Helm, Jenkins.
- Familiarity with standard methodologies in large-scale DL training/Inference.
- Experience in cloud-based environments, such as AWS.
- Experience working with custom ML platforms.
- Experience with LLM applied in recommendation systems.
- Proactive self-starter with experience working in fast-paced environments.
Culture & Benefits
- Join a team committed to personalizing the PlayStation experience for hundreds of millions of users.
- Immerse yourself in groundbreaking ML technologies, tools, and processes.
- Work in an agile environment, collaborating across Engineering, Product, and Business.
- Be part of an inclusive environment that empowers employees and embraces diversity.
- Sony is an Equal Opportunity Employer, considering all persons without discrimination.
- PlayStation is a Fair Chance employer, considering qualified applicants with arrest and conviction records.