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AI/ML Engineer

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GSK

2mo ago

  • Job
    Full-time
    Mid & Senior Level
  • Data
    Software Engineering
  • San Francisco

AI generated summary

  • You need a master’s in relevant fields, ML experience, CI/CD familiarity, deep learning skills with PyTorch/TensorFlow, clinical imaging knowledge, and a track record in software and publications.
  • You will research novel ML methods for medical imaging, utilize high-performance computing, collaborate with experts for insights, and contribute production-ready code to the codebase.

Requirements

  • Masters in computer science, engineering, math or biological sciences.
  • Experience with Machine learning and software engineering.
  • Experience Working in a collaborative CI/CD software development environment, including use of git, peer code review.
  • Developing, troubleshooting, and validating deep learning models for diverse computer vision tasks (e.g., segmentation, recognition, classification, domain adaptation) using PyTorch, TensorFlow, or other deep learning frameworks.
  • Experience in One or more open-source computer vision libraries such as Pillow, scikit-image, and OpenCV.
  • Experienced in working with clinical imaging data from any medical imaging modality.
  • Knowledge in disease biology.
  • Track record of writing software in a team in industrial environments or open-source projects.
  • Track record of projects or peer-reviewed publications at the intersection of computer vision and medical imaging.
  • Mentality of commit early and often, metrics before models, and shipping.

Responsibilities

  • Carry out product-driven research on novel machine learning methods to medical imaging data.
  • Leverage internal high performance computing system to train and productionize our models at scale.
  • Work closely with domain experts on cross-disciplinary teams to generate actionable insights that impact phenotype, biomarker and clinical endpoint development.
  • Contribute to our developing codebase with well-tested, production-ready code.

FAQs

What is the purpose of the AI/ML Engineer role at GSK?

The AI/ML Engineer role focuses on applying machine learning and AI technologies, particularly deep learning, to medical imaging modalities such as CT, MRI, and PET to extract insights for the development of novel biomarkers and imaging endpoints in clinical trials.

What qualifications are required to apply for this position?

A Master's degree in computer science, engineering, math, or biological sciences is required, along with experience in machine learning, software engineering, and developing deep learning models for computer vision tasks.

What specific skills are preferred for candidates applying for this role?

Preferred qualifications include experience with clinical imaging data, knowledge of disease biology, a track record in collaborative software development, and experience in projects or publications at the intersection of computer vision and medical imaging.

What programming frameworks and libraries are relevant for this position?

Experience with deep learning frameworks such as PyTorch and TensorFlow is essential, along with familiarity with open-source computer vision libraries like Pillow, scikit-image, and OpenCV.

Is there a focus on teamwork and collaboration in this role?

Yes, the role involves working closely with domain experts on cross-disciplinary teams to generate actionable insights that impact phenotype, biomarker, and clinical endpoint development.

What are the compensation and benefits like for this position?

The annual base salary for this position ranges from $130,900 to $177,100, with additional annual bonuses and eligibility for a share-based long-term incentive program. Benefits include health care, retirement plans, paid holidays, vacation, and parental leave.

What is GSK's vision related to AI and machine learning?

GSK envisions using advanced applications of machine learning and AI to develop transformational medicines and improve diagnosis and medication use to enhance overall health and longevity.

How does GSK approach diversity and inclusion in hiring?

GSK is committed to being an Equal Opportunity Employer and adheres to Affirmative Action principles, ensuring that all qualified applicants receive equal consideration without regard to various protected characteristics.

Is there an opportunity to work with high-performance computing systems in this role?

Yes, the role involves leveraging internal high-performance computing systems to train and productionize models at scale.

How does GSK support the professional development of its employees?

GSK aims to create a workplace where individuals feel inspired, encouraged, and challenged to grow, emphasizing employee wellbeing and personal development opportunities.

Science & Healthcare
Industry
10,001+
Employees

Mission & Purpose

GSK, or GlaxoSmithKline, is a company that operates in the pharmaceutical and healthcare industry. They are involved in researching, developing, manufacturing, and selling a wide range of prescription medicines, vaccines, and consumer healthcare products. GSK's ultimate aim is to improve the quality of human life by providing innovative and effective healthcare solutions to people worldwide. Their commitment lies in focusing on scientific excellence, developing cutting-edge medicines and vaccines, and addressing global health challenges to help people live longer, healthier lives.

Benefits

  • A competitive base salary

  • An annual bonus based on company performance

  • Access to healthcare and wellbeing programmes, pension plan membership, savings programmes, time off and childcare support

  • Employee recognition programmes that reward exceptional achievements