diff --git a/R/data.R b/R/data.R
index cdc4ed0..aea3ed0 100644
--- a/R/data.R
+++ b/R/data.R
@@ -2,21 +2,21 @@
 #'
 #' A list of the names of available datasets
 #'
-#' @source \url{https://github.com/EpistasisLab/penn-ml-benchmarks}
+#' @source \url{https://github.com/EpistasisLab/pmlb}
 "dataset_names"
 
 #' Names of available classification datasets
 #'
 #' A list of the names of available classification datasets
 #'
-#' @source \url{https://github.com/EpistasisLab/penn-ml-benchmarks}
+#' @source \url{https://github.com/EpistasisLab/pmlb}
 "classification_dataset_names"
 
 #' Names of available regression datasets
 #'
 #' A list of the names of available regression datasets
 #'
-#' @source \url{https://github.com/EpistasisLab/penn-ml-benchmarks}
+#' @source \url{https://github.com/EpistasisLab/pmlb}
 "regression_dataset_names"
 
 #' Summary statistics for the all datasets
@@ -35,5 +35,5 @@
 #'   \item{task:}{Type of problem/task. Can be classification or regression.}
 #' }
 #'
-#' @source \url{https://github.com/EpistasisLab/penn-ml-benchmarks}
+#' @source \url{https://github.com/EpistasisLab/pmlb}
 "summary_stats"
diff --git a/R/nearest.R b/R/nearest.R
index 704b6ec..c920646 100644
--- a/R/nearest.R
+++ b/R/nearest.R
@@ -10,7 +10,7 @@
 #' @param n_neighbors Integer. The number of dataset names to return as neighbors.
 #' @param dimensions Character vector specifying dataset characteristics to include in similarity calculation.
 #' Dimensions must correspond to numeric columns of
-#' [all_summary_stats.tsv](https://github.com/EpistasisLab/penn-ml-benchmarks/blob/master/pmlb/all_summary_stats.tsv).
+#' [all_summary_stats.tsv](https://github.com/EpistasisLab/pmlb/blob/master/pmlb/all_summary_stats.tsv).
 #' If 'all' (default), uses all numeric columns.
 #' @param task Character string specifying classification or regression for summary stat generation.
 #' @param target_name Character string specifying column of target/dependent variable.
diff --git a/R/pmlb.R b/R/pmlb.R
index 56a3b47..c7e1e51 100644
--- a/R/pmlb.R
+++ b/R/pmlb.R
@@ -93,7 +93,7 @@ fetch_data <- function(dataset_name, return_X_y = FALSE, local_cache_dir = NA, d
 
 #' pmlb: R interface to the Penn Machine Learning Benchmarks data repository
 #'
-#' The \href{https://github.com/EpistasisLab/penn-ml-benchmarks}{PMLB} repository contains a curated collection of data sets for evaluating and
+#' The \href{https://github.com/EpistasisLab/pmlb}{PMLB} repository contains a curated collection of data sets for evaluating and
 #' comparing machine learning algorithms.
 #' These data sets cover a range of applications, and include binary/multi-class classification problems and regression problems,
 #' as well as combinations of categorical, ordinal, and continuous features.  There are approximately 290 data sets included in the PMLB repository
diff --git a/data-raw/get-summary.R b/data-raw/get-summary.R
index 11dfe3d..e849738 100644
--- a/data-raw/get-summary.R
+++ b/data-raw/get-summary.R
@@ -1,4 +1,4 @@
-links_to_stats <- 'https://github.com/EpistasisLab/penn-ml-benchmarks/raw/master/pmlb/all_summary_stats.tsv'
+links_to_stats <- 'https://github.com/EpistasisLab/pmlb/raw/master/pmlb/all_summary_stats.tsv'
 summary_stats <- read.csv(links_to_stats, sep = '\t')
 colnames(summary_stats) <- tolower(gsub('X.', 'n_', colnames(summary_stats)))
 dataset_names <- summary_stats$dataset
diff --git a/man/classification_dataset_names.Rd b/man/classification_dataset_names.Rd
index a089ff2..b682290 100644
--- a/man/classification_dataset_names.Rd
+++ b/man/classification_dataset_names.Rd
@@ -8,7 +8,7 @@
 An object of class \code{character} of length 162.
 }
 \source{
-\url{https://github.com/EpistasisLab/penn-ml-benchmarks}
+\url{https://github.com/EpistasisLab/pmlb}
 }
 \usage{
 classification_dataset_names
diff --git a/man/dataset_names.Rd b/man/dataset_names.Rd
index f1463a4..1692325 100644
--- a/man/dataset_names.Rd
+++ b/man/dataset_names.Rd
@@ -8,7 +8,7 @@
 An object of class \code{character} of length 284.
 }
 \source{
-\url{https://github.com/EpistasisLab/penn-ml-benchmarks}
+\url{https://github.com/EpistasisLab/pmlb}
 }
 \usage{
 dataset_names
diff --git a/man/nearest_datasets-methods.Rd b/man/nearest_datasets-methods.Rd
index 897cd28..1dd3343 100644
--- a/man/nearest_datasets-methods.Rd
+++ b/man/nearest_datasets-methods.Rd
@@ -39,7 +39,7 @@ or data.frame of n_samples x n_features(or n_features+1 with a target column)}
 
 \item{dimensions}{Character vector specifying dataset characteristics to include in similarity calculation.
 Dimensions must correspond to numeric columns of
-[all_summary_stats.tsv](https://github.com/EpistasisLab/penn-ml-benchmarks/blob/master/pmlb/all_summary_stats.tsv).
+[all_summary_stats.tsv](https://github.com/EpistasisLab/pmlb/blob/master/pmlb/all_summary_stats.tsv).
 If 'all' (default), uses all numeric columns.}
 
 \item{target_name}{Character string specifying column of target/dependent variable.}
diff --git a/man/pmlb.Rd b/man/pmlb.Rd
index 883ec21..bc522c3 100644
--- a/man/pmlb.Rd
+++ b/man/pmlb.Rd
@@ -5,7 +5,7 @@
 \alias{pmlb}
 \title{pmlb: R interface to the Penn Machine Learning Benchmarks data repository}
 \description{
-The \href{https://github.com/EpistasisLab/penn-ml-benchmarks}{PMLB} repository contains a curated collection of data sets for evaluating and
+The \href{https://github.com/EpistasisLab/pmlb}{PMLB} repository contains a curated collection of data sets for evaluating and
 comparing machine learning algorithms.
 These data sets cover a range of applications, and include binary/multi-class classification problems and regression problems,
 as well as combinations of categorical, ordinal, and continuous features.  There are approximately 290 data sets included in the PMLB repository
diff --git a/man/regression_dataset_names.Rd b/man/regression_dataset_names.Rd
index e4a7b45..c28c42b 100644
--- a/man/regression_dataset_names.Rd
+++ b/man/regression_dataset_names.Rd
@@ -8,7 +8,7 @@
 An object of class \code{character} of length 122.
 }
 \source{
-\url{https://github.com/EpistasisLab/penn-ml-benchmarks}
+\url{https://github.com/EpistasisLab/pmlb}
 }
 \usage{
 regression_dataset_names
diff --git a/man/summary_stats.Rd b/man/summary_stats.Rd
index e6a3ddd..6f8539f 100644
--- a/man/summary_stats.Rd
+++ b/man/summary_stats.Rd
@@ -20,7 +20,7 @@ A data frame with 10 variables:
 }
 }
 \source{
-\url{https://github.com/EpistasisLab/penn-ml-benchmarks}
+\url{https://github.com/EpistasisLab/pmlb}
 }
 \usage{
 summary_stats