moodn/BT2101_Tutorials_2018_2019_SEM1

This folder includes tutorial material for BT2101 Machine Learning course. Author: Zhao Yunkun, Email: yunkunzhao@u.nus.edu

BT2101_Tutorials_2018_2019_SEM1

• Author: Zhao Yunkun, Teaching Assistant @ School of Computing, National University of Singapore
• Email: yunkunzhao@u.nus.edu
• Website: https://ivle.nus.edu.sg/lms/public/view_moduleoutline.aspx?CourseID=607A345C-ECF4-46FF-8EC6-3882AFCC36F7&ClickFrom=StuViewBtn

1. Decision Tree and Pruning

2. Multiple Linear Regression and Logistic Regression

3. Ensemble Learning

4. Clustering

5. Deep Learning with Tensorflow and Keras

6. Time Series Analysis

7. Convolutional Neural Networks

8. Practice Exam

Optional: Text Mining and Topic Modelling

Optional: Naive Bayes and Support Vector Machine