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