Machine Learning Engineer

Machine Learning Engineerge Healthcare Limited
23 days ago

Role details

Contract type
Permanent contract
Employment type
Part-time (≤ 32 hours)
Working hours
Regular working hours
Languages
English

Job location

Tech stack

Big Data
Bug Tracking Systems
Data Visualization
Python
Machine Learning
Software Engineering
PyTorch
Software Version Control
Docker

Job description

We are looking for a highly numerate and experienced engineer with a passion for machine learning. As part of our R&D team, this individual will be responsible for developing and evaluating machine learning solutions using large datasets of images, for use in our range of ultrasound devices. They will both contribute personally and lead small development teams.

This role is initially within the newly acquired Intelligent Ultrasound team but will work together with teams from other ultrasound segments. Job Description In this role you will:

  • Lead small development teams, taking responsibility for the design, translating customer requirements into the product specifications.
  • Develop ML models for a variety of clinical use cases. Including:
  • Development of model training pipelines.
  • Curation and construction of datasets suitable for model training.
  • Prepare analysis on the performance of ML models, characterise their performance.
  • Prepare technical documentation describing ML models, consistent with our quality management procedures.
  • Work effectively with other members of the ML team and other cross-functional stakeholders in development projects, including clinical, regulatory, etc.
  • Develop, support, and enhance prototypes and product concepts.
  • Develop, support, and enhance internal tools and services for machine learning.

Requirements

  • A 2.1 or 1st degree in a technical discipline, or an MSc or PhD in a relevant field.
  • Some experience applying machine learning in a commercial setting or a PhD/MSc with a focus on machine learning
  • Excellent programming and software engineering skills, comfortable working with data in multiple formats, both structured and unstructured.
  • Proficiency in Python (ideally PyTorch library) and using Docker containers.

Desired Skills:

  • A good understanding of machine learning, and its use in solving complex real-world problems.
  • Skilled in the use of Python for machine learning, and ideally using Pytorch.
  • A solid understanding of image processing and analysis techniques for noisy data.
  • A solid understanding of software engineering methodologies (e.g., version control, bug tracking, software development practices).
  • The ability to comfortably work with large volumes of data.
  • Experience in medical imaging, ideally ultrasound.
  • Experience with development under ISO13485.
  • Excellent interpersonal and communications skills (both written and verbal) with all levels of an organization; able to build good working relationships
  • Self-starter - requires minimal direction to accomplish goals, proactive and enthusiastic
  • Strong team player - collaborates well with others to solve problems and actively incorporates input from various sources
  • Exceptional organizational skills and attention to detail.
  • Demonstrable experience of taking design responsibility for ML developments.

Inclusion and Diversity

About the company

Working at GE We are a diverse and dedicated global team. Operating with the highest level of integrity and focus to fulfill the company's mission of building a world that works, we are passionate about delivering solutions to our customers and the world. Inclusion & Diversity At GE, we believe in the value of your unique identity, background, and experiences. We are committed to fostering an inclusive culture, where everyone feels empowered to do their best work because they feel accepted, respected, and that they belong. By embracing diverse teams and perspectives, we are better equipped to build a world that works., GE employees rise to the challenge of building a world that works. In order to meet this mission, we provide varied, competitive benefits to help support our workforce.

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