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Job Summary:
We are seeking a highly experienced Senior Data Scientist to join our Digital Team for Infusion Pumps product. As a Senior Data Scientist, you will play a critical role in developing and deploying AI/ML models that calculate clinical limits for infusion therapy executed with Infusion Pumps based on historical data of previous infusions. Your expertise in data science, machine learning, and software development will help us improve the accuracy and reliability of our product, ultimately enhancing patient care.
Key Responsibilities:
AI/ML Model Development
Develop and deploy AI/ML models that calculate clinical limits for infusion therapy executed with Infusion Pumps based on historical data of previous infusions
Collaborate with cross-functional teams, including clinicians, engineers, and product managers, to understand clinical needs and develop models that meet those needs
Ensure models are compliant with regulatory requirements, including but not limited to:
+ FDA guidelines for Software as a Medical Device (SaMD)
+ CE marking requirements
+ ISO 13485:2016
Data Analysis and Interpretation
Analyze large datasets of historical infusion therapy data to identify patterns and trends
Interpret results of AI/ML model development and deployment, including but not limited to:
+ Model performance metrics (e.g., accuracy, precision, recall)
+ Model interpretability (e.g., feature importance, partial dependence plots) Collaborate with clinicians and engineers to understand the clinical implications of model results
Model Deployment and Maintenance
Deploy AI/ML models in a software as a medical device (SaMD) product, ensuring compliance with regulatory requirements
Monitor model performance and update models as needed to maintain accuracy and relevance
Collaborate with the development team to integrate models into the product, ensuring seamless user experience
Data Visualization and Communication
Develop data visualizations to communicate complex model outputs to clinicians and other stakeholders
Create reports and dashboards to track model performance and identify areas for improvement
Present findings and recommendations to cross-functional teams, including clinicians, engineers, and product managers
Regulatory Compliance and Quality Assurance
Ensure compliance with regulatory requirements, including but not limited to:
+ FDA guidelines for SaMD
+ CE marking requirements
+ ISO 13485:2016 Collaborate with the quality assurance team to ensure model development and deployment meet regulatory requirements
Leadership and Collaboration
Lead cross-functional teams, including data scientists, engineers, and clinicians, to develop and deploy AI/ML models
Collaborate with clinicians and engineers to understand clinical needs and develop models that meet those needs
Participate in cross-functional teams to ensure model development and deployment meet business objectives
Education and Experience:
16+ years of experience in data science, machine learning, or a related field
Strong background in programming languages, including but not limited to:
+ Python
+ R
+ SQL Experience with AI/ML frameworks, including but not limited to:
+ TensorFlow
+ PyTorch
+ Scikit-learn Experience with data visualization tools, including but not limited to:
+ Tableau
+ Power BI
+ D3.js
Skills:
Strong analytical and problem-solving skills
Excellent communication and collaboration skills
Ability to work in a fast-paced environment with multiple priorities
Experience with regulatory requirements for SaMD
Familiarity with ISO 13485:2016 and FDA guidelines for SaMD
Equal Employment Opportunity
Baxter is an equal opportunity employer. Baxter evaluates qualified applicants without regard to race, color, religion, gender, national origin, age, sexual orientation, gender identity or expression, protected veteran status, disability/handicap status or any other legally protected characteristic.
Reasonable Accommodations
Baxter is committed to working with and providing reasonable accommodations to individuals with disabilities globally. If, because of a medical condition or disability, you need a reasonable accommodation for any part of the application or interview process, please click on the link here and let us know the nature of your request along with your contact information.
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