Remote Data Scientist - Predictive Maintenance

Posted 4 months ago

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Description:

  • The Data Science team at TRACTIAN focuses on extracting valuable insights from vast amounts of industrial data.
  • This team uses advanced statistical methods, algorithms, and data visualization techniques to transform raw data into actionable intelligence.
  • The goal is to drive decision-making across engineering, product development, and operational strategies.
  • As a Data Scientist - Predictive Maintenance, you will develop cutting-edge algorithms and predictive models to monitor and predict equipment failures before they occur.
  • Your work will optimize asset reliability and reduce downtime.
  • You will face complex challenges involving large-scale time-series data, real-time data processing, and machine learning applications.
  • Collaboration with engineers and laboratory teams is essential to ensure predictive maintenance solutions remain industry-leading.
  • Responsibilities include developing predictive maintenance algorithms, analyzing sensor data streams, researching condition monitoring techniques, and building scalable, real-time models.

Requirements:

  • Expertise in machine learning, time-series analysis, and anomaly detection is required.
  • Proficiency in Python and common data science and ML libraries such as NumPy, pandas, scikit-learn, and PyTorch is necessary.
  • A solid understanding of signal processing concepts and hands-on experience with industrial sensor data (e.g., vibration, current, temperature, pressure) is essential.
  • The ability to read, interpret, and apply insights from academic literature and state-of-the-art research in condition monitoring and fault diagnosis is required.
  • Experience in designing experiments to validate hypotheses and benchmark models is necessary.
  • Strong problem-solving skills and the ability to handle noisy, high-dimensional data are required.
  • Advanced English proficiency is mandatory.

Benefits:

  • The position offers the opportunity to work at the intersection of advanced data science and industrial operations.
  • You will be part of a team that is dedicated to optimizing prediction models and enhancing operational efficiency.
  • There is a focus on continuous learning and staying up to date with the latest academic literature and techniques.
  • Collaboration with engineers and laboratory teams provides a dynamic work environment.
  • The role allows for the development of practical solutions that have a direct impact on the company's products and services.

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