MaintainX
Manage your maintenance and operations without the paper stacks.
Machine Learning Engineer, Predictive Maintenance
Machine Learning EngineerMachine Learning EngineerFull TimeRemoteTeam 51-200H1B SponsorCompany SiteLinkedIn
Location
California
Posted
114 days ago
Salary
Not specified
Postgraduate Degree3 yrs expEnglishPythonPy TorchTensorflow
Job Description
• Develop and train machine learning models for fault detection and classification based on time-series sensor data; including vibration, temperature, pressure, flow etc.
• Perform exploratory data analysis (EDA) on vibration, OT and time-series data to uncover insights and identify patterns indicative of faults or anomalies.
• Experiment with and evaluate various algorithms, including time-series modeling, signal processing, and statistical methods, to optimize model performance.
• Collaborate with domain experts to validate findings and ensure alignment with real-world applications.
• Document workflows, experiments, and methodologies to ensure reproducibility and knowledge sharing across the team.
• On-call duties
Job Requirements
- Strong foundational knowledge in machine learning, data science, and statistical modeling.
- Familiarity with time-series modeling techniques and feature engineering.
- Experience in deploying machine learning models on real-world use cases and continuously improving the model performance with feedback.
- 3+ years of proven programming skills using standard ML tools such as Python, PyTorch, Tensorflow etc.
- Master’s or Ph.D. in Computer Science, Data Science, Mechanical Engineering, Electrical Engineering, or a related field with a focus on condition monitoring or machine learning applications.
- Hands-on experience developing models for OT and vibration analysis, condition monitoring, and fault detection or classification.
- Familiarity with signal processing techniques (e.g., Fourier transforms, wavelet analysis) and their application to OT and vibration data.
Benefits
- Competitive salary and meaningful equity opportunities.
- Healthcare, dental, and vision coverage.
- 401(k) / RRSP enrollment program.
- Take what you need PTO.
- A high impact Culture:
- You’ll work with Smart, Humble Optimists across the globe.
- Meritocratic environment where ideas and outcomes are publicly celebrated.
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