Senior Machine Learning Engineer
Senior Machine Learning Engineer
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Job Description
Why PlayStation
PlayStation isnt just the Best Place to Play its also the Best Place to Work. Today were recognized as a global leader in entertainment producing The PlayStation family of products and services including PlayStation5 PlayStation4 PlayStationVR PlayStationPlus 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 whollyowned subsidiary of Sony Group Corporation.
We are seeking a highly motivated Senior Machine Learning Software Engineer to join our team in an impactful handson engineering role. In this position you will play a vital role in evolving and supporting our machine learning code and pipelines. The ideal candidate possesses a strong combination of software engineering expertise and machine learning skills (building SaaS/backend services data/model pipelines.) It will be advantageous to have previous handson experience in a DevOps role (automation AWS/Kubernetes administration.) We value individuals who are selfmotivated and take pride in delivering exceptional work within a fastpaced and dynamic environment.
Responsibilities:
- Transform ground breaking research into practical and efficient processing solutions for optimized performance
- 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
- Investigate and debug issues in machine learning systems and provide timely resolutions
- Collaborate with crossfunctional teams to design and implement scalable and efficient software solutions
- Ensure all work is deployed in an automated repeatable fashion
- Reviewing and recommending best practices
- Participate in code reviews and contribute to continuous improvement of the development process
What were looking for:
- 5 years experience working in a similar ML related position
- Proficient in Python C
- Experience with distributed systems and parallel computing
- Familiarity with embedded systems development
- Experience with workload orchestration tools (Databricks Kubeflow Airflow etc.)
- Familiarity with unstructured data processing (video audio ffmpeg)
- Experience working with model registries and model version control
- Strong understanding of REST API design patterns
- 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 problemsolving and debugging skills
- Understanding of software security principles and standard processes
- Experience with natural language processing (NLP) techniques
- Familiarity with video processing
- Experience with NVIDIA CUDA waveglow ROCm
- Experience with Github/Gitlab CDK HelmCharts ArgoCD
- Experience with Docker
- Knowledge of Linux
Nice to have:
- Experience with AWS and common services
- Knowledge of game development game engines (Unreal Unity etc)
- Shader development experience
- Handson 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 maternity or parental status 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.
Required Experience:
Senior IC
Employment Type
Full Time
