Senior Big Data & ML Engineer

5 Months ago • All levels • Data Analysis

Job Summary

Job Description

The Senior Machine Learning Engineer will lead the design, development, and deployment of machine learning pipelines. This role involves designing and maintaining scalable ML pipelines, researching new techniques, mentoring junior engineers, and collaborating with cross-functional teams. The candidate should have experience with machine learning frameworks like TensorFlow, PyTorch, and Scikit-Learn, and big data processing frameworks such as Apache Spark, Trino, Ray, and Dask. This position requires frequent communication with colleagues and partners worldwide whose common language is English.
Must have:
  • Proficiency in Python or Java/Scala and ML frameworks
  • Experience in streaming technologies (Kafka, Kinesis)
  • Expertise in big data processing frameworks
  • Knowledge of data lake management
  • Experience with MLOps systems
  • Understanding of microservices architecture
Good to have:
  • Proficiency with cloud platforms (AWS, GCP, Azure)
  • Experience with containerization (Docker, Kubernetes)
  • Understanding of statistical modeling and data analysis

Job Details

The opportunity
Aura from Unity, a cutting-edge large-scale mobile platform, is seeking a highly skilled and experienced Senior Machine Learning Engineer to join our dynamic AI team. The ideal candidate will have a strong background in machine learning, data engineering, and software engineering, and will be responsible for leading the design, development, and deployment of cutting-edge machine learning pipelines and systems.

What you'll be doing

  • System Design and Architecture: Develop and maintain robust, scalable, and efficient ML pipelines including data collection, preprocess, and analyze large datasets to facilitate model training, evaluation and monitoring.
  • Research and Innovation: Stay current with the latest advancements in machine learning and AI, and apply innovative techniques to improve model performance and application.
  • Mentorship and Leadership: Provide technical guidance and mentorship to junior engineers and data scientists, and lead project teams to successful completion.
  • Cross-Functional Collaboration: Work closely with data scientists, software engineers, architects and product managers to integrate machine learning solutions into production systems.

What we're looking for

  • Proficiency in programming languages such as Python or Java/Scala and experience with ML frameworks such as TensorFlow, PyTorch, and Scikit-Learn.
  • Hands on experience in streaming technologies (Kafka, Kinesis, SQS)
  • Expert in big data processing frameworks such as Apache Spark, Trino, Ray, Dask.
  • Data Lake management knowledge: table formats (Iceberg, Delta). Data-warehouses (Redshift, Big Query, Snowflake)
  • MLOps systems - Model registry, Experiment Tracking (MLFlow, W&B), Feature Store management (Feast, Tecton), Workflow management (Kubeflow, Airflow), Serving platform (Seldon Core, KServe, Ray Serve, Sagemaker).
  • Knowledge of microservices architecture and event-driven design.

You might also have

  • Proficiency with cloud platforms such as AWS, Google Cloud Platform, or Azure, and experience with containerization technologies like Docker and Kubernetes.
  • Understanding of statistical modeling, machine learning algorithms, data structures, and data analysis techniques.

Additional information

  • Relocation support is not available for this position.
  • Work visa/immigration sponsorship is not available for this position

Life at Unity
Unity [NYSE: U] is the leading platform to create and grow games and interactive experiences. Creators, ranging from game developers to artists, architects, automotive designers, infrastructure experts, filmmakers, and more, use Unity to bring their imaginations to life across multiple platforms, from mobile, PC, and console, to spatial computing.

As of the third quarter of 2024, more than 70% of the top 1,000 mobile games were made with Unity, and in 2024, Made with Unity applications had an average of 3.7 billion downloads per month. For more information, please visit Unity.

Unity is a proud equal opportunity employer. We are committed to fostering an inclusive, innovative environment and celebrate our employees across age, race, color, ancestry, national origin, religion, disability, sex, gender identity or expression, sexual orientation, or any other protected status in accordance with applicable law. Our differences are strengths that enable us to support the growing and evolving needs of our customers, partners, and collaborators. If there are preparations or accommodations we can make to help ensure you have a comfortable and positive interview experience, please fill out this form to let us know.

This position requires the incumbent to have a sufficient knowledge of English to have professional verbal and written exchanges in this language since the performance of the duties related to this position requires frequent and regular communication with colleagues and partners located worldwide and whose common language is English.

Headhunters and recruitment agencies may not submit resumes/CVs through this website or directly to managers. Unity does not accept unsolicited headhunter and agency resumes. Unity will not pay fees to any third-party agency or company that does not have a signed agreement with Unity.

Your privacy is important to us. Please take a moment to review our Prospect Privacy Policy and Applicant Privacy Policy. Should you have any concerns about your privacy, please contact us at DPO@unity.com.

#SEN #LI-AO1

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