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2025 MSU Physics and Astronomy Short Course on Machine Learning

Logistics

Getting Started
Setting Up Your Python Environment
Detailed Schedule
Using this book

Class Activities

Day 01: Exploring data with pandas
Day 02: Using KNN to classify objects with sklearn and pandas
Day 03: Performing Regression with scikit-learn
Day 04: Modeling Project

Solutions

Day 01: Exploring data with pandas - solution
Day 02: Using KNN to classify objects with sklearn and pandas - solution
Day 03: Performing Regression with scikit-learn - solution

Notes

Machine Learning
The Confusion Matrix
Methods and Model Validation
Support Vector Machines
Support Vector Machines (Radial Kernel)
Principal Component Analysis (PCA)

Resources

Python Basics Review
The Importance of Visualization
Regression using sci-kit learn
Cross-Validation of your models
Reverse Feature Elimination

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By Danny Caballero, Morten Hjorth-Jensen, Julie Butler, Jane Kim, Alia Valentine

© Copyright 2021-2025, Michigan State University.