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Senior Machine Learning Engineer
Исключительная возможность работать над уникальными проектами в сфере оборонных технологий (XL-AUV). Компания предлагает отличный социальный пакет, включая полное покрытие страховки и опционы, а также четкий путь карьерного роста до Tech-Lead-Manager.
Сложность вакансии
Высокая сложность обусловлена необходимостью иметь глубокий опыт в MLOps, компьютерном зрении и разработке для встраиваемых систем (edge ML). Также критическим фактором является требование к получению допуска к секретной работе уровня NV2 в Австралии.
Анализ зарплаты
Предлагаемая позиция Senior ML Engineer в Сиднее соответствует высокому уровню рынка. Учитывая специфику оборонного сектора и требования к безопасности, совокупный доход (включая опционы) может значительно превышать средние рыночные показатели для обычного коммерческого сектора.
Сопроводительное письмо
I am writing to express my strong interest in the Senior Machine Learning Engineer position at Anduril Australia. With extensive experience in developing production-grade ML systems and a deep background in computer vision and MLOps, I am eager to contribute to the development of the Extra Large Autonomous Undersea Vehicle (XL-AUV) and other cutting-edge maritime systems. My expertise in building robust data pipelines and deploying models to edge devices aligns perfectly with Anduril's mission to deliver advanced autonomy to the defense sector.
Throughout my career, I have successfully led the design and integration of machine learning models across various sensor modalities, ensuring high performance in complex environments. I am particularly drawn to Anduril's innovative approach to defense technology and the opportunity to work on Lattice OS. I am confident that my technical skills in PyTorch, C++, and workflow management tools like Kubeflow, combined with my ability to mentor junior engineers, will make me a valuable asset to your engineering team in Sydney.
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Описание вакансии
Anduril Industries is a defense technology company with a mission to transform U.S. and allied military capabilities with advanced technology. By bringing the expertise, technology, and business model of the 21st century’s most innovative companies to the defense industry, Anduril is changing how military systems are designed, built and sold. Anduril’s family of systems is powered by Lattice OS, an AI-powered operating system that turns thousands of data streams into a realtime, 3D command and control center. As the world enters an era of strategic competition, Anduril is committed to bringing cutting-edge autonomy, AI, computer vision, sensor fusion, and networking technology to the military in months, not years.
At Anduril Australia we are developing un-crewed maritime and air domain systems that leverage unsupervised autonomy for the delivery of long endurance, multi-mission capability to our customers. These projects, including but not limited to the Extra Large Autonomous Undersea Vehicle (XL-AUV) Program, require a Senior Machine Learning Engineer with deep experience developing, testing, validating and deploying machine-learning based sensor processing and the technical toolchains they rely on. The Senior Machine Learning Engineer strives to leverage their experience to rapidly architect, design, deliver, support, and evolve next generation autonomous vehicles through the entire product life-cycle.
WHAT YOU'LL DO
- Lead the design, development, integration and support of machine learning models for perception and data pipelines for a variety of autonomous systems across multiple sensor modalities
- Develop software to manage and automate the machine learning lifecycle, including data management, pipelining, labeling and training
- Manage model selection, training, validation, evaluation, deployment and regression testing
- Manage training data sourcing and integration, and quality
- Develop tools and processes for machine learning in a classified environment
- Collaborate with cross-functional teams, including software engineers, mechanical engineers, and systems engineers, to ensure effective system integration and testing
REQUIRED QUALIFICATIONS
- Bachelor’s degree in Robotics, Mechatronics, Computer Science, Engineering, a relevant field, or equivalent experience
- Experience in a senior role with the delivery of a production grade software system with a mature machine learning component
- Experience with the design, implementation and maintenance of ML Operations, including data acquisition, labeling, data curation, pipeline management, continuous integration, model versioning, and monitoring
- Ability to collaborate with data scientists and stakeholders to define and implement robust validation and verification strategies
- Experience with the delivery of computer vision capabilities, from the data side as well as the model side
- Capacity to work holistically on machine learning enabled capabilities up and down the software stack and through lifecycle through design, implementation, operation and sustainment
- Capacity to learn and grow individually, while mentoring junior team members effectively, building team cohesion and capacity
- Eligible to obtain and maintain an Australian Government Negative Vetting 2 security clearance (NV2)
PREFERRED QUALIFICATIONS
- Experience with the delivery of capability with a public sector customer
- Experience with workflow management tools such as flyte, airflow, and kubeflow
- Experience with deep learning frameworks such as PyTorch
- Experience with edge ML applications
- Experience with inference engines such as TensorRT
- Experience writing C++, Go, Python or Rust
- Proficiency in data management and traceability techniques to maintain high-quality datasets and enable reproducibility of experiments and results
- Desire to grow in to a Tech-Lead-Manager role, with responsibility for line management of engineers, in addition to delivery
Anduril is an equal-opportunity employer, and we encourage candidates from all backgrounds to apply. If you are someone passionate to work on problems that matter, we’d love to hear from you!
The salary range for this role is an estimate based on a wide range of compensation factors, inclusive of base salary only. Actual salary offer may vary based on (but not limited to) work experience, education and/or training, critical skills, and/or business considerations. Highly competitive equity grants are included in the majority of full time offers; and are considered part of Anduril's total compensation package. Additionally, Anduril offers top-tier benefits for full-time employees, including:
Healthcare Benefits
- US Roles: Comprehensive medical, dental, and vision plans at little to no cost to you.
- UK & AUS Roles: We cover full cost of medical insurance premiums for you and your dependents.
- IE Roles: We offer an annual contribution toward your private health insurance for you and your dependents.
Additional Benefits
- Income Protection: Anduril covers life and disability insurance for all employees.
- Generous time off: Highly competitive PTO plans with a holiday hiatus in December. Caregiver & Wellness Leave is available to care for family members, bond with a new baby, or address your own medical needs.
- Family Planning & Parenting Support: Coverage for fertility treatments (e.g., IVF, preservation), adoption, and gestational carriers, along with resources to support you and your partner from planning to parenting.
- Mental Health Resources: Access free mental health resources 24/7, including therapy and life coaching. Additional work-life services, such as legal and financial support, are also available.
- Professional Development: Annual reimbursement for professional development
- Commuter Benefits: Company-funded commuter benefits based on your region.
- Relocation Assistance: Available depending on role eligibility.
Retirement Savings Plan
- US Roles: Traditional 401(k), Roth, and after-tax (mega backdoor Roth) options.
- UK & IE Roles: Pension plan with employer match.
- AUS Roles: Superannuation plan.
The recruiter assigned to this role can share more information about the specific compensation and benefit details associated with this role during the hiring process.
Protecting Yourself from Recruitment Scams
Anduril is committed to maintaining the integrity of our Talent acquisition process and the security of our candidates. We've observed a rise in sophisticated phishing and fraudulent schemes where individuals impersonate Anduril representatives, luring job seekers with false interviews or job offers. These scammers often attempt to extract payment or sensitive personal information.
To ensure your safety and help you navigate your job search with confidence, please keep the following critical points in mind:
- No Financial Requests:Anduril will never solicit payment or demand personal financial details (such as banking information, credit card numbers, or social security numbers) at any stage of our hiring process. Our legitimate recruitment is entirely free for candidates.
- Please always verify communications:
+ Direct from Anduril: If you receive an email from one of our recruiters, it will only come from an @anduril.com address.
+ Via Agency Partner: If contacted by a recruiting agency for an Anduril role, their email will clearly identify their agency. If you suspect any suspicious activity, please verify the agency's authenticity by reaching out to contact@anduril.com.
- Exercise Caution with Unsolicited Outreach: If you receive any communication that appears suspicious, contains grammatical errors, or makes unusual requests, do not engage. Always confirm the sender's email domain is @anduril.com before providing any personal information or clicking on links.
- What to Do If You Suspect Fraud: Should you encounter any questionable or fraudulent outreach claiming to be from Anduril, please report it immediately to contact@anduril.com. Your proactive caution is invaluable in protecting your personal information and upholding the security and trustworthiness of our recruitment efforts.
Data Privacy
To view Anduril's candidate data privacy policy, please visit https://anduril.com/applicant-privacy-notice/.
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Навыки
- C++
- Python
- Rust
- PyTorch
- Machine Learning
- Kubernetes
- Computer Vision
- MLOps
- Docker
- Airflow
- Kubeflow
- Go
- TensorRT
- Flyte
- Sensor Fusion
Возможные вопросы на собеседовании
Вакансия требует опыта работы с полным жизненным циклом ML. Вопрос проверяет навыки построения надежной инфраструктуры.
Опишите ваш опыт проектирования и поддержки MLOps пайплайнов для систем, работающих в реальном времени. Какие инструменты вы использовали для версионирования данных и моделей?
Работа в Anduril связана с автономными аппаратами, где ресурсы ограничены. Проверка знаний оптимизации.
Какие стратегии вы применяете для оптимизации моделей компьютерного зрения для развертывания на edge-устройствах с использованием TensorRT или аналогичных движков?
Для оборонных технологий качество данных критично. Вопрос на понимание процессов валидации.
Как вы организуете процесс разметки и контроля качества данных для обучения моделей в условиях специфических сенсоров (например, гидроакустических или инфракрасных)?
Роль подразумевает наставничество и потенциальный переход в менеджмент.
Расскажите о случае, когда вам приходилось менторить младших коллег или разрешать технические конфликты внутри кросс-функциональной команды.
Безопасность — приоритет компании. Вопрос проверяет готовность к работе в закрытых средах.
Есть ли у вас опыт разработки ПО в изолированных или классифицированных (air-gapped) средах? С какими основными трудностями вы сталкивались?
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