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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