Machine Learning Engineer I

, CA, United States

Worker Type Regular

Job Description

Summary

The Machine Learning Engineer I will have the opportunity to interact with R&D Group to develop a variety of innovative computer vision detection, classification, localization, and tracking solutions for defense and commercial applications. These development efforts will generally be small focused design teams which will require a senior machine learning engineer to use a range of skills and tools across traditional engineering, computer science, and mathematical disciplines including computer vision, machine learning, optimization, deep convolutional neural networks, and visual tracking. This position will work on a variety of stages of development including requirements definition, concept design, prototyping, detailed design, test and evaluation and validation and verification testing. Position Responsibilities Support development of computer vision and machine learning algorithms capable of detection, classifying, localizing, and tracking objects-of-interest from a group 1 UAV using the existing gimballed camera payload

Write and test software to support the integration of machine learning algorithms into aircraft (such as autopilots, payloads, or other functional components) or other robotic systems.

Explore and visualize data to gain an understanding of it, then identifying differences in data distribution that could affect

Support & implement Machine Learning systems and validate designs through a series of purpose-designed experiments

Create objectives and develop models that help to achieve them, along with metrics to track their progress

Perform analysis tasks using AeroVironment and industry developed tools

Managing available resources such as hardware, data, and personnel so that deadlines are met

Analyze the ML algorithms to solve a given problem and ranking them by their success probability

Performance when deploying the model in the real world; Verify data quality, and/or ensure it via data cleaning

Analyze the errors of the model and designing strategies to overcome them

Study and transform data science prototypes; Research and implement appropriate ML algorithms and tools

Select appropriate datasets and data representation methods; Run machine learning tests and experiments

Works on problems of limited scope. Follows standard practices & procedures in analyzing situations or data from which answers can be readily obtained

Other duties as assigned

Basic Qualifications (Required Skills & Experience) BS in Computer Vision and Machine Learning is required or equivalent combination of education, training, and experience, with qualifications in any of the following fields: Mathematics, Optimization, Computer Science/Engineering, Electrical Engineering, Aerospace, or Mechanical Engineering

0 – 2 years' relevant experience

Familiarity with C/C++ and Matlab required

Familiarity with office software and computer-based productivity tools

Demonstrated ability to troubleshoot complex systems

Other matrixed skills include: Proficiency with a deep learning framework such as TensorFlow or Keras

Proficiency with Python and basic libraries for machine learning such as scikit-learn and pandas

Expertise in visualizing and manipulating big datasets

Proficiency with OpenCV

Familiarity with Linux

Ability to select hardware to run an ML model with the required latency

Computational statistics

Mathematical optimization

Data mining

Exploratory data analysis

Predictive analytics

Other Qualifications & Desired Competencies Ability to work within defined requirements to complete tasks under general supervision

Must be a team player and collaborate effectively

Excellent verbal and written skills

Has effective problem-solving, analytical and interpersonal skills

Able to excel in a fast-paced, deadline-driven environment, where small teams share a broad variety of duties

Displays strong initiative and drive to accomplish goals and meet company objectives

Takes ownership and responsibility for current and past work products

Is committed to learning from mistakes and driven to improve and enhance performance of oneself, others, and the company

Physical Demands Ability to work in an office and manufacturing environment (Constant)

Required to sit and stand for long periods; talk, hear, and use hands and fingers to operate a computer and telephone keyboard (Frequent)

The salary range for this role is: $85,696 - $128,544 AeroVironment considers several factors when extending an offer, including but not limited to, the location, the role and associated responsibilities, a candidate’s work experience, education/training, and key skills. ITAR Requirement: This position requires access to information that is subject to compliance with the International Traffic Arms Regulations (“ITAR”) and/or the Export Administration Regulations (“EAR”). In order to comply with the requirements of the ITAR and/or the EAR, applicants will be asked to provide specific documentation to verify U.S. person status under the ITAR and the EAR. A “U.S. person” according to their definition is a U.S. citizen, U.S. lawful permanent resident (green card holder), or protected individual such as a refugee, or asylee. See 22 CFR § 120.15. Some positions will require current U.S. Citizenship due to contract requirements. Benefits: AV offers an excellent benefits package including medical, dental vision, 401K with company matching, a 9/80 work schedule and a paid holiday shutdown. For more information about our company benefit offerings please visit: http://www.avinc.com/myavbenefits . We also encourage you to review our company website at http://www.avinc.com to learn more about us. Principals only need apply. NO agencies please. Who We Are Based in California, AeroVironment (AVAV) is a global leader in unmanned aircraft systems (UAS) and tactical missile systems. Founded in 1971 by celebrated physicist and engineer, Dr. Paul MacCready, we’ve been at the leading edge of technical innovation for more than 45 years. Be a part of the team that developed the world’s most widely used military drones and created the first submarine-launched reconnaissance drone, and has seven innovative vehicles that are part of the Smithsonian Institution’s permanent collection in Washington, DC. Join us today in developing the next generation of small UAS and tactical missile systems that will deliver more actionable intelligence to our customers so they can proceed with certainty – and succeed. What We Do Building on a history of technological innovation, AeroVironment designs, develops, produces, and supports an advanced portfolio of unmanned aircraft systems (UAS) and tactical missile systems. Agencies of the U.S. Department of Defense and allied military services use the company’s hand-launched UAS to provide situational awareness to tactical operating units through real-time, airborne reconnaissance, surveillance, and target acquisition. AeroVironment Incorporated is an equal opportunity employer, M/F/D/V and works in compliance with both federal and state laws. We are committed to the concept regarding Equal Employment opportunity. Qualified candidates will be considered for employment regardless of race, color, religion, age, sex, sexual orientation, gender identity, national origin, marital status, medical condition nor disability, genetics, veteran and all others that may apply. ITAR U.S. Citizenship required

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