Optimization in Machine Learning

DutiesGrade assignments and some exams as well as prepare and run tutorials/labs on theory and Python implementation of optimization methods for machine learning.

Please check the labs here for an idea of the materials: https://github.com/MIE424-2022/ Minimum Qualifications Proficiency in the theoretical mathematical foundations of convex and non-convex optimization for machine learning (including both classical linear predictive models as well as modern deep neural networks) as well as Python coding of all these methods is required.

Experience with github and managing large datasets for machine learning in Python is required.

Strong communication and coaching skills, good time management, and independence are critical.

Please check the labs here for an idea of the materials: https://github.com/MIE424-2022/ Preferred Qualifications Relevant CriterionPrevious experience is the more relevant criterion than the need to acquire experience in respect of this posted position.