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Machine Learning Engineer

2 months ago

London, Greater London, United Kingdom PhysicsX Ltd Full time
About PhysicsX Ltd

PhysicsX Ltd is a deep-tech company of scientists and engineers, developing machine learning applications to accelerate physics simulations and optimize design and engineering processes.

Job Title: Machine Learning EngineerJob Summary

We are seeking a highly skilled Machine Learning Engineer to join our team at PhysicsX Ltd. As a Machine Learning Engineer, you will work closely with our simulation engineers and research scientists to develop machine learning models that solve complex physics and engineering challenges.

Key Responsibilities
  • Design, build, and optimize machine learning models with a focus on scalability and efficiency in our application domain
  • Transform prototype implementations to robust production-grade implementations of models
  • Explore distributed training architectures and federated learning capacity
  • Create analytics environments and resources in the cloud or on-premise, spanning data engineering and science
  • Identify the best libraries, frameworks, and tools for our modeling efforts to set us up for success
  • Work at the intersection of data science and software engineering to translate the results of our R&D into re-usable libraries, tooling, and products
  • Continuously apply and improve engineering best practices and standards and coach your colleagues in their adoption
Requirements
  • Enthusiasm about using machine learning for science and engineering, and especially in scaling such solutions to real-world settings
  • Degree (Master's/Doctorate) in computer science, software engineering, or equivalent
  • Experience scaling ML models, both in compute and data storage
  • Federated learning experience is a bonus
  • 1+ year of experience in a data-driven role, with exposure to software engineering concepts and best practices, building machine learning models and pipelines in Python, using common libraries and frameworks, containerization and orchestration, and ability to scope and effectively deliver projects
  • Strong problem-solving skills and the ability to analyze issues, identify causes, and recommend solutions quickly
  • Excellent collaboration and communication skills - with teams and especially researchers
What We Offer
  • Be part of something larger: Do something you can be proud of
  • Work with a fun group of colleagues that support you, challenge you, and help you grow
  • Receive a competitive compensation and equity package, in addition to plenty of perks such as generous vacation and parental leave, complimentary office food, as well as fun outings and events
  • Work in a flexible setting, at our lovely London Shoreditch office, and a good proportion from home if so desired
  • Get the opportunity to occasionally visit our customers' engineering sites and experience first-hand how our work is transforming their ways of working
  • Use first-class equipment for working in-office or remotely, including HPC

We value diversity and are committed to equal employment opportunity regardless of sex, race, religion, ethnicity, nationality, disability, age, sexual orientation, or gender identity. To help make a change, we sponsor bright women from disadvantaged backgrounds through their university degrees in science and mathematics.