DS 4400 - Machine Learning in Python

Goal

hands-on tutorial on python (numpy, scipy, etc) where you show students how to write simple codes for some basic machine learning concepts and how to plot and report results.

Prerequisite

• Numpy
• Scikit-learn
• Jupyter notebook

Tutorial

https://github.com/hbdat/DS_4400_tutorial

Data preparation

• Data preprocessing
• Data structure

Data analysis

• Regression
  • Linear Regression
  • Quadratic Regression
  • Higher-Order Polynomial Regression
• Clustering
  • Kmeans
  • Data normalization