38 минут назад
Staff Engineer - Machine Learning (AI)
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Staff Engineer - Machine Learning (AI): Building and evaluating deep learning models and ML pipeline components for precision product development with an accent on CNN-based image classification, defect detection, and training data quality. Focus on validating datasets, tracking experiments with MLflow, containerizing models with Docker, and supporting inference and deployment validation.
Location: Singapore office
Company
develops storage systems and infrastructure for AI-driven data centers, cloud platforms, and enterprise environments.
What you will do
- Track assigned machine learning experiments in MLflow and prepare structured evaluation reports.
- Validate training data through feature distribution checks, label verification, and anomaly detection.
- Build and train CNN-based models for image classification and defect detection.
- Compare model configurations, analyze training runs, and contribute to evaluation cycles.
- Package models with Docker, contribute to CI/CD scripts, and support inference and deployment validation.
Requirements
- Singapore office location and full-time availability.
- Bachelor's or Master's degree in AI, Machine Learning, Computer Science, Electrical Engineering, Applied Mathematics, or a related field.
- Fresh graduate to one year of experience; a strong ML project or thesis is required, while research internship experience is preferred.
- Strong Python proficiency with NumPy and Pandas, plus foundational PyTorch skills.
- Understanding of CNNs, surrogate modeling, active learning, model evaluation, MLflow, and Docker.
- Evidence of self-directed learning and the ability to learn new concepts quickly.
Nice to have
- Exposure to U-Net, Vision Transformers, uncertainty quantification, or Bayesian methods.
- Experience with time-series or sensor data, reinforcement learning, retrieval-augmented generation, or LLM projects.
- AWS fundamentals or entry-level cloud ML deployment experience.
Culture & Benefits
- Work with AI engineers and researchers on scientific problems in precision product development.
- Receive direct mentorship from experienced engineers and researchers.
- Contribute to production-oriented ML systems used in real product development environments.
- Join an inclusive workplace focused on diversity, belonging, respect, and contribution.
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