These are the exercise files used for Python Machine Learning with Scikits Learn Training course.

The course outline can be found in

https://www.tertiarycourses.com.sg/python-machine-learning-with-scikits-learn-training.html https://www.tertiarycourses.com.my/python-machine-learning-with-scikit-learn-training.html

Module 1 Getting Started on Scikit-Learn

• What is Machine Learning
• What is Scikit-Learn
• Installing Scikit-Learn

Module 2 Datasets

• What is Dataset
• Features 
• Iris Dataset
• Handwritten Digits Dataset
• Olivetti Faces Dataset
• Boston Housing Price Dataset
• Splitting Datasets for Training/Testing

Module 3 Supervised Learning

• What is Supervised Learning
• KNN Classifier
• SVM Classifier
• SGD Classifier
• GNB Classifier
• Decision Tree Classifier
• Logistics Regression Classifier
• Metric
• Linear Regression
• Ridge Regression
• Lasso Regression
• Bayesian Ridge Regression
• SGD Regression
• KNN Regression

Module 4 Unsupervised Learning

• What is Unsupervised Learning
• K-means Clustering
• Hierarchical Clustering
• Dimensionality Reduction

Module 5 Intro to Neural Network (Optional)

• What is Neural Network
• Multi Layer Perceptron