Engineering Intern

Caterpillar Caterpillar · Industrial · Wuxi, Jiangsu

This internship focuses on applying machine learning algorithms to analyze and mine data for industrial equipment. The intern will perform data cleaning, build and optimize ML models for failure analysis and remaining service life prediction, and develop algorithms using C++ or Python to provide interfaces for system platforms. The role involves creating visual reports and improving prediction accuracy.

What you'd actually do

  1. Based on customer requirement and the customer's equipment usage environment and operating habits, identify data features with the back-office data. Utilize machine learning algorithms for data analysis and data mining to achieve component failure analysis, prediction, and prediction of remaining service life.
  2. Responsible for basic data cleaning, machine learning algorithm modeling and optimization, improving analysis accuracy and prediction accuracy, and creating visual reports.
  3. Use programming languages such as C++or Python to develop and encapsulate algorithms, and provide interfaces for the system platform to call

Skills

Required

  • Machine learning algorithms
  • Data analysis
  • Data mining
  • C++ or Python
  • Algorithm development

Nice to have

  • Data cleaning
  • Model optimization
  • Visual reporting

Other signals

  • machine learning algorithms
  • data analysis
  • data mining
  • component failure analysis
  • prediction
  • remaining service life
  • data cleaning
  • algorithm modeling
  • optimization
  • analysis accuracy
  • prediction accuracy
  • visual reports
  • algorithm development
  • algorithm encapsulation
  • interfaces for system platform