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Abbott

Makes heart devices, glucose sensors and lab tests

AI/ML Engineer

Applied Machine LearningConfirmed live in the last 24 hours
Full-timeAlameda, CA, USA$100k - $200k

About the Job

Requirements

  • A bachelor's or master's degree in Computer Science or a related field is required.
  • At least 6 years of software or machine-learning engineering experience, including at least 3 years deploying machine-learning models on mobile or embedded devices, is required.
  • Hands-on experience with Core ML, TensorFlow Lite, ONNX Runtime, or equivalent edge-inference frameworks is required.
  • Experience with model-optimization techniques such as quantization and pruning is required.
  • Proficiency in Python and at least one of Swift, Kotlin, or C++ is required.
  • Understanding of mobile performance constraints, including battery, memory, latency, and background execution, is required.
  • Strong collaboration and professionalism are required.

Responsibilities

  • Convert, optimize, and deploy models to iOS, Android, and wearable devices using Core ML, TensorFlow Lite, ONNX Runtime, or similar tools.
  • Apply quantization, pruning, and distillation to meet latency, memory, and battery targets while preserving clinical accuracy.
  • Design the division of work between on-device and cloud systems, including offline behavior, fallback, and synchronization of results.
  • Build a safe, versioned process for updating models on devices in partnership with the machine-learning platform team.
  • Validate that on-device model outputs match reference models and build tests across device types and operating-system versions.
  • Collect on-device performance and quality metrics while respecting user privacy.
  • Partner with mobile engineers to integrate models into the app and sensor experience.
  • Contribute to design reviews, verification activities, and technical documentation in compliance with government and corporate regulations.
  • Identify and resolve problems or areas for improvement.

Desired Qualifications

  • Experience in a regulated industry, ideally medical devices or software as a medical device, including software verification and validation.
  • Experience with wearable, Bluetooth, or sensor-connected devices.
  • Experience running small language models on device.
  • Familiarity with IEC 62304 and privacy-preserving techniques such as federated learning.

About the Company

Abbott

Makes heart devices, glucose sensors and lab tests

Abbott makes medical devices, diagnostic tests, nutrition products and branded generic drugs for hospitals, laboratories, pharmacies and patients. Its best-known product is the FreeStyle Libre, a coin-sized sensor worn on the upper arm that tracks blood sugar around the clock without routine finger pricks. Its other lines run from heart valves, pacemakers and brain stimulators to lab analyzers, rapid tests and mail-in colon cancer screening kits, and Abbott earns money by selling these products to health systems, labs, retailers and consumers. The company was founded in 1888 by Chicago physician Wallace Abbott and is based in Abbott Park, Illinois.

Company size
10,001+
Company stage
IPO
Headquarters
Abbott Park, IL
Founded
1888

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