Senior Applied Scientist, ML Predictive Maintenance (Asset Intelligence)
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
TL;DR
Senior Applied Scientist, ML Predictive Maintenance (Asset Intelligence): Design, develop and optimize machine learning models for fault detection and classification in industrial assets with an accent on vibration, OT and time-series data analysis. Focus on conducting EDA, experimenting with time-series modeling and signal processing algorithms, and deploying production-grade models.
Location: Montreal, Toronto, Vancouver
Company
Mobile-first Asset and Work Intelligence platform for industrial and frontline environments, powering maintenance, safety, and operations with IoT and cloud technology for 12,000+ organizations.
What you will do
- Design, develop and optimize end-to-end ML models for fault detection, including data choices, training, evaluation, and production constraints.
- Perform EDA on vibration, OT, and time-series data to uncover fault patterns and anomalies.
- Experiment with time-series modeling, signal processing, and statistical methods to boost model performance.
- Partner with PMs on product discovery, hypothesis validation, metrics design, and impact quantification.
- Collaborate with domain experts to align models with real-world applications.
- Engage with peers to improve practices, architecture, and Applied Science culture; on-call duties.
Requirements
- Master’s or Ph.D. in Computer Science, Data Science, Mechanical/Electrical Engineering or related, focused on condition monitoring or ML.
- 5+ years programming with Python, PyTorch, TensorFlow or similar ML tools.
- Strong knowledge of ML, data science, statistics.
- Familiarity with time-series modeling and feature engineering.
- Ability to deliver well-tested, maintainable production code with rigorous experimentation.
Nice to have
- Experience with OT/vibration analysis, condition monitoring, fault detection models.
- Signal processing techniques like Fourier transforms, wavelet analysis for OT/vibration data.
Culture & Benefits
- Competitive salary and equity.
- Healthcare, dental, vision coverage; 401(k)/RRSP.
- Take-what-you-need PTO.
- High-impact culture with smart, humble optimists globally; meritocratic, celebrating ideas and outcomes.
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