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  • Saskatoon, Saskatchewan, Canada University of Saskatchewan Full time

    Postdoctoral Researcher Opportunity in Machine Learning for Mining SafetyWe are seeking a highly motivated Postdoctoral Researcher to join our team at the University of Saskatchewan. The successful candidate will work on developing a Machine Learning algorithm to quantify the safety of underground mine roofs and sidewalls using audio recordings of tool...


  • Saskatoon, Saskatchewan, Canada University of Saskatchewan Full time

    Postdoctoral Researcher Opportunity in Machine Learning for Mining SafetyWe are seeking a highly motivated Postdoctoral Researcher to join our team at the University of Saskatchewan. The successful candidate will work on developing a Machine Learning algorithm to quantify the safety of underground mine roofs and sidewalls using audio recordings of tool...

Postdoctoral Research Fellow in Machine Learning for Mining Safety

2 months ago


Saskatoon, Saskatchewan, Canada University of Saskatchewan Full time
Postdoctoral Fellow in Machine Learning for Mining Safety

We are seeking a highly motivated Postdoctoral Fellow to join our research team in the Department of Mechanical Engineering at the University of Saskatchewan. The successful candidate will work under the supervision of Prof. Travis Wiens and collaborate with industry partners to develop a machine learning algorithm for predicting the safety of underground mine roofs and sidewalls using audio recordings of tool impacts.

Key Responsibilities:
  • Develop and optimize a machine learning algorithm for predicting mine safety using audio recordings
  • Collaborate with industry partners to collect and label audio data
  • Work independently to identify and develop new ideas for improving the algorithm
  • Communicate research results through publications and conference presentations
Requirements:
  • PhD in a related field within the last five years
  • Demonstrated experience in developing machine learning algorithms with small datasets
  • Experience with dataset feature engineering and dimensionality reduction
  • Ability to take the lead role in successfully published papers in high-quality journals or conferences
Desirable Experience:
  • Experience with recording and processing of audio data
  • Experience with determining confidence intervals for ML classifications or regression
  • Matlab or Python programming experience
  • Familiarity with rock mechanics and mine operations
What We Offer:
  • A competitive salary and benefits package
  • The opportunity to work with a talented research team and industry partners
  • Flexible working hours and the possibility of working from home part-time