Sr Machine Learning Engineer
Company: Starkey Hearing
Location: Eden Prairie
Posted on: January 28, 2025
Job Description:
EP World Hdqtrs6700 Washington Ave. So.Eden Prairie, MN 55344,
USAAt Starkey, we are in the business of connecting people and
changing lives. As a world leader in the manufacturing and delivery
of advanced hearing solutions, we go to work each day to ensure
every person on the planet has the opportunity to hear their very
best. Founded in 1967, Starkey is known for its innovative design,
development, and distribution of comprehensive digital hearing
systems. Headquartered in Eden Prairie, Minnesota, Starkey has more
than 5,000 employees globally, operates 29+ facilities and does
business in more than 100 markets worldwide.JOB SUMMARY DESCRIPTION
/ PRIMARY PURPOSE OF JOBThe person in this role will be responsible
for the development of new audio processing algorithms and machine
learning research initiatives. In addition to individual project
work, this person will work with other project leads to plan and
execute collaborations between the Algorithms Group and other
groups within Starkey. We employ cutting edge signal processing and
machine learning techniques and are looking for a senior level
candidate to lead the way in machine learning.JOB
RESPONSIBILITIES/RESULTS
- Research and develop machine learning and artificial
intelligence algorithms to create innovative solutions for wearable
devices and related accessories:
- Ideate with colleagues in a proactive way
- Propose a research project
- Review the existing literature, competitive products, and
patents
- Propose a set of machine learning and artificial intelligence
algorithm candidates
- Create POCs of the algorithm candidates
- Evaluate the POCs in the lab and/or the field
- Select the final algorithm
- Provide technical leadership in various machine learning and
artificial intelligence research and development activities:
- Demonstrate technical expertise in one or more major machine
learning algorithms
- Serve as a tech lead on at least one project
- Provide technical consultation and guidance to junior
engineers
- Actively monitor, identify, and propose new research and
development opportunities
- Work with management to maintain and enhance the team
dynamics
- Actively collaborate with other development groups to bring the
innovative solutions to market in a timely manner:
- Collaborate with other development groups to bring the solution
to market fast
- Work with relevant engineers to create proof of concepts
effectively
- Work with relevant engineers to identify and make sound design
tradeoffs
- Provide technical support to the clinical evaluation and
validation efforts
- Work with relevant engineers to troubleshoot effectively and
efficiently
- Actively participate in and contribute to general machine
learning and artificial intelligence infrastructure and knowledge
development:
- Participate in and contribute to relevant professional
conferences
- Participate in and contribute to the Signal Processing and
Machine Learning Journal Seminar
- Participate in and contribute to competitive analysis efforts
including benchmarking
- Participate in and contribute to intellectual property related
activities, such as patentsJOB REQUIREMENTSEducation:
- Masters degree in Electrical Engineering, Computer Science, or
related field required.
- Ph.D. degree in Electrical Engineering, Computer Science, or
related field is preferred.Experience:
- A minimum of 4 years of applicable experience is required for
candidates with a Masters degree. A minimum of 2 years of
applicable experience is required for candidates with a Ph.D.
degree.
- As part of the required experience, the candidate shall
demonstrate his/her scholarly research track records in the form of
publications and presentations.Knowledge / Technical Requirements
- Knowledge of traditional machine learning techniques such as
linear regression, SVM, decision trees, random forests, etc.
required
- Knowledge of modern machine learning techniques, such as deep
learning required
- Knowledge of ML best practices including data experiment
design, data processing, training, and testing required
- Knowledge of digital signal processing is required
- Knowledge of audio signal processing is desirable
- Knowledge of hearing enhancement highly desirable
- Knowledge of health and wellness monitoring desirable
- Knowledge of fixed-point algorithms design desirableRequired
- Proficiency in Matlab
- Proficiency in Python
- Proficiency in Java or C++
- Proficiency in TensorFlow, SCIKIT LEARN, TORCH, Keras or
SPARK
- Good verbal and written communication skills
- Good interpersonal skills
- Good technical leadership
- Proficiency in numerical reasoning and analysis
- Proficiency in troubleshootingPreferred
- Experience with cloud MLOps solutions (AWS, GCP, etc)
- Experience with Audio ML/Signal Processing techniques
- Experience with training and deployment of ML models for
mobile/embedded systems
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Keywords: Starkey Hearing, St. Paul , Sr Machine Learning Engineer, Engineering , Eden Prairie, Minnesota
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