EDS 232 - Machine Learning for Environmental Science
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notes
assignments
Assignment 1
Assignment 2
Assignment 3
Assignment 4
weekly labs
Lab 01: Introduction to Machine Learning in Python
Lab 2: No lab this week!
Lab 3: Classification
Lab 4: Polynomial Regression and Cross-Validation
Lab 5: Regularized Regression
Lab 6: Decision Trees
Lab 7: Ensemble Methods
Lab 8: Support Vector Machines
Lab 9: Deep Learning for Bird Species Classification
Pipelines and ML Workflows
study guides
First Midterm Study Guide
Second Midterm Study Guide
Source code
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Lab 2: No lab this week!