islr-for-gis

A repository for the content that is used and generated while completing independent study on using statistical learning methods in GIS.

Textbook

Slides and video lectures that correspond to the textbook can be found on dataschool.io at In-depth introduction to machine learning in 15 hours of expert videos.

Chapter	Slides	Video	Notebook
Chapter 1	Slides	Video
Chapter 2	Slides	Video
Chapter 3	Slides	Video	Notebook
Chapter 4	Slides	Video	Notebook
Chapter 5	Slides	Video	Notebook
Chapter 6	Slides	Video
Chapter 7	Slides	Video
Chapter 8	Slides	Video	Notebook
Chapter 9	Slides	Video
Chapter 10	Slides	Video
Imputing Missing Data (GIS Application)	N/A	N/A	Notebook

Name		Name	Last commit message	Last commit date
Latest commit History 22 Commits
notebook_1_multiple_linear_regression_ch3		notebook_1_multiple_linear_regression_ch3
notebook_2_multiple_logistic_regression_cross_validation_and_prediction		notebook_2_multiple_logistic_regression_cross_validation_and_prediction
notebook_3_decision_trees		notebook_3_decision_trees
notebook_4_imputing_missing_data_(gis_applpication)		notebook_4_imputing_missing_data_(gis_applpication)
README.md		README.md