Exercise in Machine Learning

Course Purpose
This course has the purpose to learn the skill of the machine learning such as the programming skill for building applications by using scikit-learn and to acquire the concept of the pytorch deep-learing programming．
Learning Goals
Students should be able to build applications on machine learning through scikit-learn and pytorch.
Topic
Session 1Python review
Session 2Numpy, pandas, matplotlib
Session 3Regression
Session 4Classification basics 1
Session 5Classification basics 2
Session 6Clustering
Sesson 7Ensemble learning
Session 8Kernel method
Session 9Bayesian inference
Session 10Image classification 1
Session 11Image classification 2
Session 12Language processing
session 13Comprehensive exercise (competition task) 1
Session 14Comprehensive exercise (competition task) 2
＊＊This content is based on April 1, 2025. For the latest syllabus information and details, please check the syllabus information inquiry page provided by the university.＊＊