diff --git a/.dvc/.gitignore b/.dvc/.gitignore
new file mode 100644
index 0000000..528f30c
--- /dev/null
+++ b/.dvc/.gitignore
@@ -0,0 +1,3 @@
+/config.local
+/tmp
+/cache
diff --git a/.dvc/config b/.dvc/config
new file mode 100644
index 0000000..e69de29
diff --git a/.dvcignore b/.dvcignore
new file mode 100644
index 0000000..5197305
--- /dev/null
+++ b/.dvcignore
@@ -0,0 +1,3 @@
+# Add patterns of files dvc should ignore, which could improve
+# the performance. Learn more at
+# https://dvc.org/doc/user-guide/dvcignore
diff --git a/.gitignore b/.gitignore
index 06ccd0b..7695608 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,5 +1,5 @@
-creditcardfraud.zip
-creditcard.csv
 data
 model/model.keras
-stats_data
\ No newline at end of file
+stats_data
+/creditcard.csv
+/creditcardfraud.zip
diff --git a/creditcard.csv.dvc b/creditcard.csv.dvc
new file mode 100644
index 0000000..8fe897b
--- /dev/null
+++ b/creditcard.csv.dvc
@@ -0,0 +1,5 @@
+outs:
+- md5: e90efcb83d69faf99fcab8b0255024de
+  size: 150828752
+  hash: md5
+  path: creditcard.csv
diff --git a/creditcardfraud.zip.dvc b/creditcardfraud.zip.dvc
new file mode 100644
index 0000000..9f9aef8
--- /dev/null
+++ b/creditcardfraud.zip.dvc
@@ -0,0 +1,5 @@
+outs:
+- md5: bf8e9842731ab6f9b8ab51e1a6741f8b
+  size: 69155672
+  hash: md5
+  path: creditcardfraud.zip