Johnson, Mirmiran & Thompson Inc, Sparks

Research Engineer

Healthcare
Less than 5 years of experience
Job Overview by Ladders

Qualifications

  • Master's or Bachelor's degree in Computer Engineering or equivalent
  • At least 1 year of relevant work experience
  • Familiarity with machine learning principles, statistics, and numerical optimization
  • Experience with large-scale datasets and deploying models in real-world settings
  • Proficiency in modern machine learning frameworks and libraries (PyTorch, Tensorflow, etc.)
  • Scripting proficiency in Python
  • Ability to work independently and collaboratively

Responsibilities

  • Design, train, and evaluate large-scale foundation models integrating multiple modalities
  • Develop and oversee pipelines for dataset extraction, curation, and model training
  • Analyze model performance to propose refinements for improved outcomes
  • Conduct data analysis to extract meaningful patterns from large datasets
  • Create and maintain the infrastructure and software pipelines
  • Adapt machine learning algorithms for modern parallel computing environments
  • Develop and maintain Standard Operating Procedures compliant with regulatory standards

Benefits

  • Comprehensive benefits and wellness package
  • Generous time-off program
  • Access to financial security benefits
  • Employee resource groups for peer support
  • Holistic wellness program focusing on physical, mental, and financial health
Full Job Description
Position Summary:
We have an exciting opportunity to join our team as a Research Scientist.

We are looking for a highly motivated and passionate Machine Learning Research Engineer to join our team who has expertise in machine learning, computer vision, and software engineering. This is a unique opportunity to work in the interdisciplinary area of machine learning and healthcare as you will not only work on developing machine learning models but will also have an opportunity to deploy the models in real clinical workflows, thereby enabling you to make a real-world impact by saving and/or improving the lives of real people.
As an ML Research Engineer, you will be a part of an interdisciplinary group of research scientists, clinicians, and engineers. In close collaboration with your colleagues, you will help develop, validate, and deploy machine learning models. You will be responsible for building and maintaining the necessary infrastructure and software pipelines to facilitate this work. You will engage with interdisciplinary research topics and develop machine learning solutions for various complex and novel problems using large scale medical imaging datasets and datasets of other modalities. Lastly, you will operate under standard procedures and protocols in regulatory and compliance.

Job Responsibilities:

1. Contribute to the design, training, and evaluation of large-scale foundation models intergrating multiple modalities (e.g., text, images, genomics, medical records);
2. Be responsible for parts of pipeline associated with developing such models, including extraction and curation of the datasets, implementing and training/testing/validating the machine learning models to ensure clinical relevancy;
3. Be involved in model analyses to understand their deficiencies and thereby to propose refinements to improve end outcomes;
4. Be involved in data analysis to extract patterns in large swaths of data to acquire insights into the nature of the data, in turn enabling us to model it better;
5. Create and maintain the necessary infrastructure and software pipelines;
6. Adapt machine learning and neural network algorithms and architectures to best exploit modern parallel environments, such as GPUs and distributed clusters;
7. Ensure Standard Operating Procedures and protocols are developed, maintained and applied that comply with regulatory mandates of all appropriate/applicable governing bodies.

Minimum Qualifications:
To qualify you must have a Masters degree in computer engineering or a bachelor's degree in computer engineering, or equivalent, with at least one year of relevant work experience
Familiarity with machine learning principles, statistics, probability, and numerical optimization
Experience building machine learning models, preferably using large-scale datasets and deploying them in real-world environments (on-premise or in the cloud)
Expertise in modern machine learning frameworks, and CV and NLP libraries (PyTorch, Tensorflow, scikitlearn, transformers, OpenCV, etc.)
Proficiency developing and debugging in scripting languages such as Python
Ability to work independently or as a member of a team

Preferred Qualifications:
Familiarity with radiology standards and software is beneficial but not requires (DICOM, NIfTI, PACS, FSL, etc)
Prior exposure to, or some domain knowledge of, machine learning applications in medical imaging and/or medical text

Qualified candidates must be able to effectively communicate with all levels of the organization.

NYU Grossman School of Medicine provides its staff with far more than just a place to work. Rather, we are an institution you can be proud of, an institution where you'll feel good about devoting your time and your talents. At NYU Langone Health, we are committed to supporting our workforce and their loved ones with a comprehensive benefits and wellness package. Our offerings provide a robust support system for any stage of life, whether it's developing your career, starting a family, or saving for retirement. The support employees receive goes beyond a standard benefit offering, where employees have access to financial security benefits, a generous time-off program and employee resources groups for peer support. Additionally, all employees have access to our holistic employee wellness program, which focuses on seven key areas of well-being: physical, mental, nutritional, sleep, social, financial, and preventive care. The benefits and wellness package is designed to allow you to focus on what truly matters. Join us and experience the extensive resources and services designed to enhance your overall quality of life for you and your family.

NYU Langone Health provides a salary range to comply with the New York state Law on Salary Transparency in Job Advertisements. The salary range for the role is $84,577.92 - $90,000.00 Annually. Actual salaries depend on a variety of factors, including experience, specialty, education, and hospital need. The salary range or contractual rate listed does not include bonuses/incentive, differential pay or other forms of compensation or benefits.

To view the Pay Transparency Notice, please click here

About Johnson, Mirmiran & Thompson Inc, Sparks

Johnson, Mirmiran & Thompson, Inc. (JMT) is an engineering and architecture firm that provides a range of services, including transportation planning and design, environmental engineering, construction management, and surveying. The company serves clients in the transportation, environmental, and construction industries, as well as government agencies and municipalities. JMT is headquartered in Sparks, Maryland, and has offices throughout the United States. The company was founded in 1971 and has grown to become one of the largest engineering firms in the country. JMT is committed to sustainability and has implemented a number of initiatives to reduce its environmental impact, including the use of renewable energy sources and the implementation of green building practices.
Learn more about Johnson, Mirmiran & Thompson Inc, Sparks
Size
1,500 employees
Industry
Founded
1971

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