Senior Software Engineer - Computer Vision/Machine Learning (Finance)
Overview
We are seeking a full-time Senior Software Engineer in our Chandler, AZ or Olathe, KS location. In this role, you will research and develop cutting-edge computer vision and machine learning technology that could act as future market disruptors.
Essential Functions
- Serves in a leadership capacity as an individual contributor and consultant on forward-looking computer vision and machine learning topics
- Designs and implements real-time computer vision systems for applications in aviation
- Contributes to advanced technical research on new technologies
- Recommends hardware capabilities needed to accomplish real-time operation
- Provides organizational knowledge related to computer vision libraries like OpenCV and machine learning frameworks such as PyTorch, Tensorflow, Keras, or ONNX
- Collaborates across multiple teams on complex projects using strong analytical and problem-solving skills
- Bachelor's Degree in Computer Science, Electrical Engineering, Computer Engineering, Software Engineering, Aerospace Engineering, Math, Physics or related field AND a minimum of 5 years relevant experience OR an equivalent combination of education and experience
- Excellent academics (cumulative GPA greater than or equal to 3.0 as a general rule)
- Demonstrated proficiency with designing well architectured software systems and modules that support new technology or improve capability/performance of existing functionality
- Demonstrated competence with researching fundamental problems and implementing appropriate algorithmic solutions
- Demonstrated ability to serve as a lead software engineer for a complex software project
- Ability to decompose functional requirements into well-defined tasks while balancing quality, quantity, and complexity in work output
- Demonstrated capability to offer peer technical assessments in areas of expertise, new technologies and software designs
- Mastered proficiency in writing software in C, C++, C# or Java and relevant experience and/or training in data structures or object-oriented design methodology
- Demonstrated strong and effective verbal, written, and interpersonal communication skills
- Must be positive, detail oriented, organized, team oriented and a driven problem solver, multi-tasker, and self-starter with the ability to prioritize and lead in a fast paced, deadline-driven environment
- Fundamental understanding of linear algebra, quaternions, and 3D geometry
- Fundamental understanding of image sensors, lens optics, and camera calibration
- Strong understanding of pattern recognition techniques, including feature extraction, classification, and clustering
- Experience generating intrinsic and extrinsic camera matrices and estimating camera position and pose
- Experience evaluating algorithm/model performance with statistical techniques
- Experience optimizing algorithms for embedded systems
- Experience porting machine learning models to neural processing units
- Experience generating synthetic datasets for model pre-training
- Experience adapting algorithms for improved performance in adverse weather conditions
- Experience tuning and applying Kalman filtering to data streams
- Experience with common applications of computer vision such as optical flow estimation, stereo vision systems, structure from motion, and SLAM
- Experience in fusing data from multiple sensors
- Experience with both traditional and machine learning-based approaches to computer vision algorithms, and an understanding of their relative strengths and weaknesses
Garmin International is an equal opportunity employer. Qualified applicants will receive consideration for employment without regard to race, religion, color, national origin, citizenship, sex, sexual orientation, gender identity, veteran's status, age or disability.
This position is eligible for Garmin's benefit program. Details can be found here: Garmin Benefits
