5 дней назад
Senior AI/ML Engineer
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Senior AI/ML Engineer (Scientific ML/Generative AI): Building and deploying state-of-the-art machine-learning models and proof-of-concepts for materials discovery, engineering optimization, predictive maintenance, and storage systems with an accent on physics-informed ML, generative design, and systems architecture. Focus on accelerating finite-element simulations, applying reinforcement learning and evolutionary algorithms, and translating complex engineering problems into deployable AI solutions.
Location: Shugart, Singapore; onsite research and design center
Company
’s Seagate Research Group combines technical expertise, manufacturing capabilities, and research to develop technologies for the datasphere.
What you will do
- Develop state-of-the-art machine-learning and deep-learning models and proof-of-concepts.
- Design, implement, and deploy advanced ML solutions for next-generation projects, products, and processes.
- Build surrogate models to accelerate computationally expensive finite-element simulations.
- Apply reinforcement learning, evolutionary algorithms, and related optimization methods to engineering design and storage systems.
- Develop solutions for nanoscale material discovery, HDD component design, predictive maintenance, data flow, storage architectures, and filesystem optimization.
- Collaborate with physicists, materials scientists, firmware engineers, and other domain experts to implement AI solutions.
Requirements
- PhD or master’s degree in computer science, AI/ML, applied mathematics, physics, or a related field.
- Proficiency in Python and ML frameworks such as PyTorch or TensorFlow.
- Strong foundation in linear algebra, probability, statistics, optimization, and calculus.
- Hands-on experience with supervised or unsupervised learning, deep learning, transformers, or generative AI, including GANs, VAEs, or diffusion models.
- Depth in at least one area such as scientific machine learning, generative design, graph neural networks, optimization and reinforcement learning, or systems and storage.
- For systems architecture specialization, strong knowledge of operating-system internals and low-level programming in C or C++ is essential.
Nice to have
- Experience with C/C++ or Java.
- Experience with physics-informed neural networks, Fourier neural operators, DeepONet, molecular or material structures, or complex engineering systems.
Culture & Benefits
- Work at the Shugart research and design center in Singapore.
- The site is accessible from One-North MRT Station, with mass transportation commonly used by employees.
- On-site facilities include badminton courts, table tennis tables, a gym, and recreation rooms.
- Yoga, Zumba, photography, gardening, foreign-language classes, celebrations, and community volunteer opportunities are available.
- Travel: none.
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