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Staff MLOPs Engineer

10 months ago

Why PlayStation?

PlayStation isn’t just the Best Place to Play — it’s also the Best Place to Work. Today, we’re recognized as a global leader in entertainment producing The PlayStation family of products and services including PlayStation®5, PlayStation®4, PlayStation®VR, PlayStation®Plus, acclaimed PlayStation software titles from PlayStation Studios, and more.

PlayStation also strives to create an inclusive environment that empowers employees and embraces diversity. We welcome and encourage everyone who has a passion and curiosity for innovation, technology, and play to explore our open positions and join our growing global team.

The PlayStation brand falls under Sony Interactive Entertainment, a wholly-owned subsidiary of Sony Corporation.

This role can be based in Berlin, London, LA or San Francisco

Summary

The successful MLOPS Engineer we are seeking will join our team to work on cutting-edge projects such as Emotional Voice Synthesis. In this role, they will take on the responsibility of developing and maintaining machine learning pipelines, deploying models to production, and monitoring their performance. Collaborating closely with data scientists and software engineers, the engineer will ensure seamless integration of machine learning models into our applications. The ideal candidate should possess a deep understanding of machine learning concepts, hands-on experience with cloud computing and deployment, and exceptional communication skills.

Responsibilities:

Transform groundbreaking research into practical and efficient processing solutions for optimised performance
Build and maintain machine learning pipelines to train and deploy models in production.
Conduct codebase review, identifying areas for improvement and performing code refactoring to enhance cleanliness and maintainability.
Evaluate data storage and management practices, identifying inefficiencies or inconsistencies, and implement optimal data storage practices.
Build and enhance our machine learning pipeline and related tools to support development, experimentation, continuous integration, continuous delivery, verification/validation, and monitoring of ML models
Collaborate with data scientists and software engineers to ensure the smooth integration of machine learning models into our applications
Use MLflow to manage machine learning experiments, track model performance, and deploy models to production
Investigate and debug issues in machine learning systems and provide timely resolutions
Create the process of a Production analysis platform for R&D
Collaborate with cross-functional teams to design and implement scalable and efficient software solutions
Ensure all work is deployed in an automated, repeatable fashion
Reviewing and recommended best practices
Participate in code reviews and contribute to continuous improvement of the development process

What we’re looking for:

10+ years’ experience working in a similar ML related position
Proficiency in working with data manipulation libraries (e.g., Pandas, NumPy) and machine learning frameworks (e.g., TensorFlow, PyTorch)
Knowledge of software development methodologies and version control systems (e.g., Git)
Excellent communication and collaboration skills, with the ability to work effectively in a team environment
Strong problem-solving and debugging skills
Understanding of software security principles and standard processes
Experience with natural language processing (NLP) techniques
Experience with NVIDIA CUDA, waveglow
Experience with Github/Gitlab, CDK, HelmCharts, ArgoCD
Experience with Docker
Knowledge of Linux

Nice to have:

Experience with AWS and common services
Hands-on experience with the orchestration and management of containers using Kubernetes
Knowledge in systems monitoring, alerting and analytics including Prometheus, Grafana, AWS CloudTrail, OpenSearch

Equal Opportunity Statement:

Sony is an Equal Opportunity Employer. All persons will receive consideration for employment without regard to gender (including gender identity, gender expression and gender reassignment), race (including colour, nationality, ethnic or national origin), religion or belief, marital or civil partnership status, disability, age, sexual orientation, pregnancy or maternity, trade union membership or membership in any other legally protected category.

We strive to create an inclusive environment, empower employees and embrace diversity. We encourage everyone to respond.

PlayStation is a Fair Chance employer and qualified applicants with arrest and conviction records will be considered for employment.

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