Mar 28, 2024  
School of Graduate Studies Calendar, 2021-2022 
    
School of Graduate Studies Calendar, 2021-2022 [-ARCHIVED CALENDAR-]

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CHEM ENG 786 / Artificial Intelligence and Machine Learning Fundamentals

1.5 unit(s)



Cross-listed as SEP 786   and MECH ENG 786  

Prerequisite(s): Working knowledge of one of the programming languages (Python, C++, C#, MATLAB).

Must be enrolled in CHEM ENG. However, permission will be granted to other students from other graduate programs with department consent.

Solving Problems using AI: Searching, optimization, online search agents.  Constraint satisfaction. Knowledge, Reasoning and Planning: Logic and Inference, Planning and Acting, Knowledge Representation. Knowledge and Reasoning with Uncertainty.  Machine learning problems, training and testing, overfitting. Modelling strategies: data preprocessing, overfitting and model tuning. Measuring predictor importance. Factors that Can Affect Model Performance. Feature selection. Measuring performance of classification models.



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