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2024 MSU REU Short Course on Machine Learning

Schedule

Detailed Schedule
Independent Project Work

Notes

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

Working with Data

Getting Started with Pandas
Exploring data with Pandas

Modeling Data

Getting Started with Classification Models
Classification using K Nearest Neighbors
Polynomial Regression
Multidimensional Linear Regression

Resources

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

Solutions

Solution - Getting Started with Pandas
Solution - Exploring data with Pandas
Solution - Getting Started with Classification Models
Solution - Classification using K Nearest Neighbors
Solution - Polynomial Regression
Solution - Multidimensional Linear Regression

Acknowledgements

Contributions

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

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