Senior Staff AI/ML Algorithm Engineer
Onsite, Irvine, CA
- Job ID
- R-550762
- Category
- Engineering
- Location
- Irvine, California
Build an engineering career where innovation, ownership and impact move healthcare forward
At BD, Engineering and R&D professionals design, develop and improve the technologies that shape how healthcare is delivered worldwide. You'll apply scientific thinking, technical expertise and creative problem-solving to turn complex challenges into solutions that matter.
Whether you specialize in mechanical, electrical, process, systems, software or research engineering, BD offers the scale, resources and freedom to innovate – with clear expectations, accountability for outcomes and opportunities to grow your career alongside industry-leading technology.
And as one of the world's largest medical technology companies, you'll shape solutions that reach across global healthcare systems and improve lives at scale.
We are the people who give possibilities purpose
BD is one of the largest global medical technology companies in the world. Advancing the world of health™ is our Purpose, and it’s no small feat. It takes the imagination and passion of all of us—from design and engineering to the manufacturing and marketing of our billions of MedTech products per year—to look at the impossible and find transformative solutions that turn dreams into possibilities.
Job Description
We are seeking a highly experienced Senior Staff AI/ML Algorithm Engineer to help advance next-generation medical technologies for continuous physiological monitoring, disease detection, and predictive clinical decision support.
In this role, you will develop clinically meaningful algorithms using multi-modal healthcare data, including physiological sensor signals, medical device data, electronic health records, imaging data, and other real-world clinical datasets. You will work in a highly cross-functional environment with algorithm engineers, data scientists, clinicians, systems engineers, software teams, regulatory specialists, and product leaders to translate complex clinical and physiological problems into validated, deployable algorithmic solutions.
This is a senior technical role suited for an engineer with deep expertise in classical machine learning, modern AI/deep learning, physiological signal interpretation, and real-world deployment across both cloud-based platforms and edge medical devices.
Key Responsibilities
Lead the design, development, validation and deployment of AI/ML algorithms for continuous physiological monitoring, novel vital sign and physiological parameter development, disease detection and risk stratification and early warning systems.
Develop algorithms using multi-modal data sources, including physiological waveforms and time-series data such as PPG, blood pressure, capnography and other monitoring signals, bedside and wearable sensor data, electronic health records and structured clinical data, etc.
Apply advanced analytical approaches, including:
Classical machine learning models
Statistical modeling and probabilistic inference
Time-series modeling
Signal processing and feature engineering
Deep learning architectures
Multimodal AI models
Transformer-based models and foundation-model approaches where appropriate
Translate clinical and physiological understanding into robust algorithm design, including feature selection, model architecture, performance targets, and clinically interpretable outputs.
Build end-to-end algorithm development pipelines for data ingestion, signal quality assessment, annotation, feature extraction, model training, validation, robustness testing, and post-market performance monitoring where applicable.
Partner with clinical, medical affairs, regulatory, quality, and product teams to ensure algorithms are developed with appropriate clinical context, usability, safety, and regulatory considerations.
Develop and optimize algorithms for cloud environments and for edge or embedded medical devices, accounting for latency, memory, compute, power, cybersecurity, and reliability constraints.
Support verification, validation, documentation, risk analysis, and design controls for regulated medical technology products.
Contribute to intellectual property generation, technical strategy, research roadmaps, and external scientific engagement.
Mentor engineers and data scientists, provide technical leadership, and help establish best practices for healthcare AI algorithm development.
Required Qualifications
10+ years of industry experience in AI/ML, algorithm development, biomedical signal processing, healthcare analytics, medical devices, or related technical areas.
Master’s or PhD degree preferred in Electrical Engineering, Biomedical Engineering, Computer Science, Data Science, Applied Mathematics, Statistics, Computational Biology, or a related engineering or quantitative field.
Deep expertise in machine learning and AI model development, including both classical and modern approaches.
Strong hands-on experience with physiological time-series data, biomedical signals, medical device data, or clinical datasets.
Solid understanding of human physiology, especially as it relates to patient monitoring, cardiopulmonary function, hemodynamics, respiratory status, neurological monitoring, or acute care settings.
Demonstrated experience developing algorithms from early feasibility through productization or deployment.
Experience working with multi-modal healthcare data, such as sensor signals, EHR data, imaging data, lab data, and clinical outcomes.
Strong programming skills in Python and experience with ML/AI frameworks such as PyTorch, TensorFlow, scikit-learn, or equivalent tools.
Experience with cloud-based algorithm development and deployment using platforms such as Azure, AWS, or GCP.
Experience optimizing models for deployment on constrained environments, including embedded systems, edge devices, or near-real-time medical technology platforms.
Strong understanding of model evaluation, including sensitivity, specificity, AUROC, calibration, false alarm burden, clinical utility, robustness, and generalizability.
Excellent communication skills with the ability to explain complex technical concepts to engineering, clinical, regulatory, and business stakeholders.
Preferred Qualifications
Experience developing AI/ML algorithms for regulated medical devices, digital health products, clinical decision support tools, or Software as a Medical Device (SaMD).
Familiarity with medical device development practices, including design controls, risk management, verification and validation, human factors, clinical performance evaluation, and regulatory documentation.
Experience with relevant standards and regulatory frameworks such as FDA expectations for AI/ML-enabled medical devices.
Experience with signal quality assessment, artifact detection, missing-data handling, sensor fusion, uncertainty quantification, and explainable AI.
Familiarity with MLOps, model lifecycle management, version control, data governance, automated testing, and post-deployment monitoring.
At BD, we prioritize on-site collaboration because we believe it fosters creativity, innovation, and effective problem-solving, which are essential in the fast-paced healthcare industry. For most roles, we require a minimum of 4 days of in-office presence per week to maintain our culture of excellence and ensure smooth operations, while also recognizing the importance of flexibility and work-life balance. Remote or field-based positions will have different workplace arrangements which will be indicated in the job posting.
For certain roles at BD, employment is contingent upon the Company’s receipt of sufficient proof that you are fully vaccinated against COVID-19. In some locations, testing for COVID-19 may be available and/or required. Consistent with BD’s Workplace Accommodations Policy, requests for accommodation will be considered pursuant to applicable law.
Why Join Us?
To find purpose in the possibilities, we need people who can see the bigger picture, who understand the human story that underpins everything we do. We welcome people with the imagination and drive to help us reinvent the future of healthcare. At BD, you’ll discover a culture in which you can learn, grow and thrive.
We believe that when people connect in person, we learn faster, collaborate more deeply, and build a stronger culture. Join us and enjoy a culture where face-to-face collaboration supports your learning, your progress, and your success.
To learn more about BD visit https://bd.com/careers.
Becton, Dickinson, and Company is an Equal Opportunity Employer. We evaluate applicants without regard to race, color, religion, age, sex, creed, national origin, ancestry, citizenship status, marital or domestic or civil union status, familial status, affectional or sexual orientation, gender identity or expression, genetics, disability, military eligibility or veteran status, and other legally protected characteristics.
Required Skills
Optional Skills
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Primary Work Location
USA CA - Irvine Laguna CanyonAdditional Locations
Work Shift
At BD, we reward, support and develop our associates through our comprehensive Total Rewards program. We are committed to attracting and retaining high quality talent by providing reward and recognition opportunities that promote a performance-based culture, as well as a competitive package of compensation and benefits programs. You can learn more on our career site under "Our Commitment to You."
Our salary or hourly rate ranges reward associates fairly and competitively. We regularly review these ranges and factors, such as location, contribute to the range displayed.
Our pay is based on the role and the necessary skills and education to perform it successfully. The salary or hourly rate offered is determined by the role's specific requirements, including any applicable step rate pay system at the work location. Salary or hourly pay ranges are influenced by labor laws and Collective Bargaining Agreement (CBA) requirements applicable to the work location which may also affect the workplace arrangement of the role.
Salary Range Information
$146,000.00 - $233,600.00 USD AnnualSuccess Profile
What sets successful Engineering and R&D professionals apart? You're likely to thrive if you are:
- Analytical
- Collaborative
- Curious
- Detail-oriented
- Inventive
- Problem-solver
Ready for your next challenge?
This is an environment for engineers who want to think boldly and execute with precision. You'll have the opportunity to influence design decisions, contribute across the full product lifecycle and see how your work moves from concept to real-world impact – backed by the scale of a global MedTech leader.
Hear from one of our BD Innovators about how BD uses cutting-edge AI and machine learning to power decisions that improve patient outcomes and expand access to care. This is where your work drives real-time impact across the globe.
Hear from Our Associates
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"BD is a big, global company so don't be afraid to connect with and reach out to others. There is so much to learn here, and the company does an amazing job of helping people develop and grow. I'd also offer to become like a sponge and soak up as much knowledge as you can and put your Career Blueprint to work for you. I really love my job and am so grateful to work at BD."
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"I think we have something like more than 30 different countries represented by those working within the Research Centre Ireland, which is impressive and one of my favourite things about BD. I work with electrical, mechanical engineers, scientists and so many others – it's wonderful to see and hear so many different perspectives during the day."
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"I continue to be amazed at how we keep innovating in the Med Tech space. We constantly evaluate how to bring even more solutions to healthcare professionals, how to increase the efficiency of our technologies, all while keeping the patient impact in mind. Not only have I found meaningful work at BD, but a place where I feel I can thrive."
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"During my interview, I learned how much of an impact our infusion solutions have across the world and I was impressed because whether it's analgesics, cancer treatments, anesthesia or other treatments, the likelihood of someone within your own family using our product is high. Contributing to the creation of products that have the ability to make such a big impact in healthcare is a great feeling. I love my role at BD."
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