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Data Scientist

Full time at Client of Aventus Global Talent in Online
Posted on December 4, 2024

Job details

Technology and Digital United Arab Emirates Posted on 4 weeks ago About the job Job Title: Mathematical Modeler / Data Scientist (Smart Cranes Alarming Engine, Offsite) Role Overview: We are seeking a Mathematical Modeler / Data Scientist to support the development of a state-of-the-art alarming engine for our Smart Cranes system. This offsite role requires expertise in mathematical modeling, machine learning, and predictive analytics to drive operational efficiency and safety through real-time anomaly detection and predictive maintenance. Key Responsibilities:

  1. Model Development: Design and implement advanced mathematical models to power the alarming engine, enabling real-time anomaly detection and failure predictions for Smart Cranes.
  2. Data Analysis: Perform data exploration, preprocessing, and feature engineering on sensor data and operational logs to identify key patterns and failure indicators.
  3. Machine Learning: Build, train, and optimize machine learning models to predict failures, enhance equipment performance, and trigger automated alarms.
  4. Alarming Logic: Develop logic-based rules and integrate them with machine learning models to create effective alarming mechanisms for operators.
  5. Collaboration: Work closely with cross-functional teams, including engineers and domain experts, to validate models and improve predictive accuracy.
  6. Model Validation: Continuously evaluate model performance using real-world data, refining models for higher precision and reliability.
  7. Data Visualization: Develop dashboards and visualizations to present model outcomes and system states to stakeholders in an accessible manner.
  8. Documentation: Maintain detailed documentation of methodologies, algorithms, and results, presenting insights to technical and non-technical teams.
Qualifications:
  1. Experience: 5+ years in data science, mathematical modeling, or machine learning, ideally within industrial IoT or predictive maintenance domains.
  2. Technical Expertise:
    • Strong proficiency in programming languages like Python, R, or MATLAB.
    • Experience with machine learning frameworks (e.g., scikit-learn, TensorFlow, PyTorch).
    • Expertise in statistical analysis, optimization techniques, and time-series analysis.
    • Familiarity with signal processing, sensor data, and anomaly detection.
  3. Collaboration: Excellent communication and teamwork skills to work effectively in a remote, multi-disciplinary environment.
  4. Education: Bachelor’s or Master’s degree in Mathematics, Statistics, Data Science, or a related field. PhD is a plus.
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