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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
Index
