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01-a-ai_workflow_files/libs
01-a-ai_workflow_files/libs
 
 
07-webscraping_files/libs
07-webscraping_files/libs
 
 
10-multiple_linear_regression_files/libs
10-multiple_linear_regression_files/libs
 
 
_freeze
_freeze
 
 
data
data
 
 
docs
docs
 
 
images
images
 
 
renv
renv
 
 
.DS_Store
.DS_Store
 
 
.Rprofile
.Rprofile
 
 
.gitignore
.gitignore
 
 
00-a-intro_ai.qmd
00-a-intro_ai.qmd
 
 
00-setup.qmd
00-setup.qmd
 
 
01-a-ai_workflow.html
01-a-ai_workflow.html
 
 
01-a-ai_workflow.qmd
01-a-ai_workflow.qmd
 
 
01-basics.qmd
01-basics.qmd
 
 
02-a-ai_viz.qmd
02-a-ai_viz.qmd
 
 
02-plotnine.qmd
02-plotnine.qmd
 
 
03-a-ai_wrangling.qmd
03-a-ai_wrangling.qmd
 
 
03-basic_data_operations.qmd
03-basic_data_operations.qmd
 
 
04-a-ai_reshaping.qmd
04-a-ai_reshaping.qmd
 
 
04-pivoting_joining.qmd
04-pivoting_joining.qmd
 
 
05-a-ai_functions.qmd
05-a-ai_functions.qmd
 
 
05-function_writing.qmd
05-function_writing.qmd
 
 
06-a-ai_iteration.qmd
06-a-ai_iteration.qmd
 
 
06-iteration.qmd
06-iteration.qmd
 
 
07-a-ai_webscraping.qmd
07-a-ai_webscraping.qmd
 
 
07-webscraping.qmd
07-webscraping.qmd
 
 
08-regex.qmd
08-regex.qmd
 
 
09-modeling_intro.qmd
09-modeling_intro.qmd
 
 
10-multiple_linear_regression.qmd
10-multiple_linear_regression.qmd
 
 
11-model_validation.qmd
11-model_validation.qmd
 
 
12-cross_validation.qmd
12-cross_validation.qmd
 
 
13-penalized_regression.qmd
13-penalized_regression.qmd
 
 
14-nonparametric_methods.ipynb
14-nonparametric_methods.ipynb
 
 
14-nonparametric_methods.qmd
14-nonparametric_methods.qmd
 
 
15-classification_intro.ipynb
15-classification_intro.ipynb
 
 
15-classification_intro.qmd
15-classification_intro.qmd
 
 
16-linear_classifiers.qmd
16-linear_classifiers.qmd
 
 
17-multiclass.qmd
17-multiclass.qmd
 
 
Course_Book.Rproj
Course_Book.Rproj
 
 
_environment
_environment
 
 
_quarto.yml
_quarto.yml
 
 
cover.png
cover.png
 
 
custom_callout.lua
custom_callout.lua
 
 
customcallouts.scss
customcallouts.scss
 
 
index.qmd
index.qmd
 
 
references.bib
references.bib
 
 
references.qmd
references.qmd
 
 
renv.lock
renv.lock
 
 
summary.qmd
summary.qmd
 
 
wind_lyrics.txt
wind_lyrics.txt
 
 

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