COMPSCI 4ML3
Introduction to Machine Learning
Fall 2026 · Fundamentals Machine Learning · C01
Readings
- Pattern Recognition And Machine LearningISBN 9781493938438
- eText Understanding Machine Learning- 6 Month AccessISBN 9781139949569; 9781107057135
Fall 2026
Topics
- LIST E
- SOFTWARE ENGINEERING TECHNICAL ELECTIVES Regression
- Classification and Decision Theory
- Bias-Variance Trade-off
- Linear Models
- Kernel Methods
- Probabilistic Models
- Neural Networks
- Model Aggregation
- Unsupervised Learning
Fall 2025 · Fundamentals Machine Learning · C01
Readings
- Etext The Elements Of Statistical Learning: Data Mining, Inference, And Prediction - Lifetime AccessISBN 9780387848587; 9780387848570
- Etext An Introduction To Statistical Learning With Applications In Python - 6 Months AccessISBN 9783031387470