Index Index
abs Paragraph
accuracy Paragraph
accuracy!assessment Paragraph
across Paragraph
Airbnb Paragraph
endpoint Paragraph
HTTP Paragraph
httr2 Paragraph
query parameters Paragraph
application programming interface. See API
argument Paragraph
assignment symbol Paragraph
atomic vector. See vector
auditable Paragraph
augment Paragraph
bake. See tidymodels
balance Paragraph
bind_cols Paragraph
bootstrap Paragraph
distribution Paragraph
in R Paragraph
c function Paragraph
canlang data Paragraph
causal question
definition Paragraph
centering Paragraph
binary Paragraph
comparison to regression Paragraph
overview Item
classification!majority Paragraph
clustering Paragraph
overview Item
collect Paragraph
color blindness simulator Paragraph
color palette Paragraph
comma-separated values. See csv
comment Paragraph
conf_mat Paragraph
confusion matrix Paragraph
container Paragraph
Craigslist Paragraph
collect_metrics Paragraph
cross-validation!collect_metrics Paragraph
cross-validation!fit_resamples Paragraph
cross-validation!folds Paragraph
cross-validation!tune_grid Paragraph
cross-validation!vfold_cv Paragraph
CSS
selector Paragraph
data frame
overview Paragraph
data science Paragraph
good practices Note
data structures
data frame Paragraph
list Paragraph
vector Paragraph
data types Paragraph
character (chr) Paragraph
double (dbl) Paragraph
factor (fct) Paragraph
integer (int) Paragraph
logical (lgl) Paragraph
database Paragraph
collect Paragraph
connect Paragraph
dbplyr Paragraph
PostgreSQL Paragraph
reasons to use Paragraph
show_query Paragraph
SQLite Paragraph
tables Paragraph
tbl Paragraph
dbplyr. See database
descriptive question
definition Paragraph
distance
K-means Paragraph
K-nearest neighbors Paragraph
more than two variables Paragraph
distinct Paragraph
Docker Paragraph
Docker!image Paragraph
Docker!installation Paragraph
Docker!tag Paragraph
documentation Paragraph
dplyr Paragraph
estimation
overview Item
Excel spreadsheet Paragraph
exploratory question
definition Paragraph
extrapolation Paragraph
factor Paragraph
as_factor Paragraph
fct_recode Paragraph
usage in ggplot Paragraph
false negative Paragraph
false positive Paragraph
feature. See predictor
feature engineering. See predictor design
logical statements Paragraph
function Paragraph
add layer Paragraph
aesthetic mapping Paragraph
bins Paragraph
binwidth Paragraph
facet_grid Paragraph
geom_bar Paragraph
geom_histogram Paragraph
geom_vline Paragraph
geometric object Paragraph
histogram Paragraph
logarithmic scaling Paragraph
reorder Paragraph
scales Paragraph
git Paragraph
git!clone Paragraph Subsection
git!commit Paragraph Subsection Paragraph Subsection
git!installation Paragraph
git!merge conflict Subsection
git!pull Subsection Paragraph Subsection
git!push Subsection Paragraph Subsection
git!staging area Paragraph
GitHub!add file Subsection
GitHub!collaborator access Subsection
GitHub!commit Paragraph
GitHub!issues Subsection Paragraph
GitHub!pen tool Subsection
GitHub!personal access token Subsection Paragraph
golden rule of machine learning Note
hash Paragraph
HTML
selector Paragraph
tag Paragraph
httr2 Paragraph
req_perform Paragraph
resp_body_json Paragraph
imbalance Paragraph
infer Paragraph
inference Paragraph
inferential question
definition Paragraph
integer Paragraph
interval. See confidence interval
irrelevant predictors Paragraph
Island landmasses Paragraph
JavaScript Object Notation. See JSON
JSON Paragraph
Jupyter notebook!cell execution Subsection Paragraph
Jupyter notebook!kernel Subsection
JupyterHub Subsection Paragraph
JupyterLab Desktop Paragraph
algorithm Paragraph
k_means model specification Paragraph
restart Paragraph
restart, nstart Paragraph
standardization Paragraph
stats engine Paragraph
termination Note
K-nearest neighbors Paragraph
classification Paragraph
multivariable regression Paragraph
regression Paragraph
K-nearest neighbors!classification Paragraph
kernel Subsection Paragraph
kernel!interrupt, restart Paragraph
library Paragraph
list Paragraph
loading. See reading
location. See path
logarithmic scale Paragraph
logical operator
and Paragraph
containment Paragraph
greater than Paragraph
inequivalency Paragraph
less than Paragraph
or Paragraph
logical statement. Paragraph; logical operator
map Paragraph
map functions Paragraph
mechanistic question
definition Paragraph
Microsoft Excel. See Excel spreadsheet
min Paragraph
drop_na Paragraph
mean imputation Paragraph
multi-line expression Note
multicollinearity Paragraph
object Paragraph
naming convention Paragraph
Old Faithful Paragraph
outliers Paragraph
overfitting
regression Paragraph
overfitting!classification Paragraph
overplotting Paragraph
oversampling Paragraph
package Paragraph
Palmer penguins Paragraph
parameter Paragraph
parsnip Paragraph
path
absolute Paragraph
current Paragraph
local Paragraph
previous Paragraph
relative Paragraph
remote Paragraph
PDF Note
percentile Paragraph
pivot_longer Paragraph
pivot_wider Paragraph
plane equation Paragraph
plot
axis labels Paragraph
layers Paragraph
population Paragraph
distribution Paragraph
positive label Paragraph
precision!assessment Paragraph
predict Paragraph
definition Paragraph
predictor design Paragraph
predictor selection. See variable selection
prep. See tidymodels
random Paragraph
raster graphics Paragraph
file types Paragraph
read function
col_names argument Paragraph
read_delim Paragraph
read_html Paragraph
read_tsv Paragraph
skip argument Paragraph
reading
definition Paragraph
recall!assessment Paragraph
all_predictors Paragraph
step_impute_mean Paragraph
step_upsample Paragraph
recipe!step_center Paragraph
recipe!step_scale Paragraph
regression Paragraph
comparison of methods Paragraph
comparison to classification Paragraph
logistic Note
multivariable linear Paragraph
overview Item
relationship
linear Item
negative Item
none Item
nonlinear Item
positive Item
strong Item
weak Item
rename Paragraph
reorder Paragraph
bootstrap Paragraph
reps argument Paragraph
size argument Paragraph
repository Section
repository!local Paragraph
repository!private Paragraph
repository!public Paragraph
response variable Paragraph
root mean square prediction error. See RMSPE
rvest Paragraph
sample Paragraph
estimate Paragraph
sample!function Paragraph
compared to bootstrap distribution Paragraph
compared to population distribution Paragraph
effect of sample size Paragraph
scaling Paragraph
seed Paragraph
set.seed Section Paragraph Section Subsection
seed!set.seed Paragraph
contains Paragraph
helpers Paragraph
starts_with Paragraph
semisupervised Note
separate Paragraph
shuffling Paragraph
slice Paragraph
slice_max Paragraph
slice_sample Paragraph
staging area Paragraph
standard error Paragraph
standardization Note
K-means Paragraph
K-nearest neighbors Paragraph
statistical inference. See inference
straight line
distance Paragraph
straight line equation Paragraph
stratification Paragraph
sum Paragraph
summarization
overview Item
supervised Paragraph
tab-separated values. See tsv
tabular data Paragraph
tail Paragraph
tibble Paragraph
tidy data
arguments for Paragraph
definition Paragraph
tidyclust Paragraph
augment Paragraph
tune_cluster Paragraph
add_model Paragraph
add_recipe Paragraph
apparent Paragraph
bake Paragraph
collect_metrics Paragraph
engine Paragraph
model formula Paragraph
model specification Paragraph
predict Paragraph
prep Paragraph
recipe (see recipe)
workflow Paragraph
tidymodels!collect_metrics Paragraph
tidymodels!fit_resamples Paragraph
tidymodels!initial_split Paragraph
tidymodels!metrics Paragraph
tidymodels!tune_grid Paragraph
tidymodels!vfold_cv Paragraph
true negative Paragraph
true positive Paragraph
tsv Paragraph
tuning parameter. See parameter
underfitting
underfitting!classification Paragraph
unsupervised Paragraph
URL Paragraph
reading from Paragraph
validation set Paragraph
value Item
variable Item
variable selection!best subset Paragraph
variable selection!forward Paragraph
variable selection!implementation Paragraph
vector Paragraph
vector graphics Paragraph
file types Paragraph
version control Paragraph
version control!repository hosting Paragraph
version control!system Paragraph
visualization Paragraph
explanation Paragraph
histogram Section
line Section
overview Item
warning Paragraph
web scraping Paragraph
permission Paragraph
Wikipedia Paragraph
within-cluster sum of squared distances. See WSSD
workflow. Paragraph; tidymodels
working directory Paragraph
write function
write_csv Paragraph
WSSD Paragraph
xlsx. See Excel spreadsheet
