MECH ENG 786 / Artificial Intelligence and Machine Learning Fundamentals

1.5 unit(s)

Cross-listed as SEP 786 and CHEM ENG 786

Prerequisite(s): Working knowledge of one of the programming languages (Python, C++, C#, MATLAB)
Must be enrolled in Mechanical Engineering graduate studies.

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.