Introduction to Machine Learning

Machine Learning is the study of making accurate, computationally efficient, interpretable and robust inferences from data, often drawing on principles from statistics. This subject aims to introduce students to the intellectual foundations of machine learning, including the mathematical principles of learning from data, algorithms and data structures for machine learning, and practical skills of data analysis.

• 1ILO 1 - Apply elementary mathematical concepts used in machine learning
• 2ILO 2 - Derive machine learning models from first principles
• 3ILO 3 - Design, implement, and evaluate machine learning systems for real-world problems
• 4ILO 4 - Identify the correct machine learning model for a given real-world problem