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
index e69de29..3a7ae37 100644
--- a/.dvc/config
+++ b/.dvc/config
@@ -0,0 +1,4 @@
+[core]
+    remote = ium_ssh_remote
+['remote "ium_ssh_remote"']
+    url = ssh://ium-sftp@tzietkiewicz.vm.wmi.amu.edu.pl
\ No newline at end of file
diff --git a/dvc.yml b/dvc.yml
new file mode 100644
index 0000000..8c9eb46
--- /dev/null
+++ b/dvc.yml
@@ -0,0 +1,16 @@
+stages:
+  download:
+    cmd: scripts/load_data.sh
+  
+  prepare:
+    cmd: python3 scripts/grab_avocado.py
+
+  train:
+    cmd: python3 scripts/model.py
+    deps:
+      - scripts/data/avocado.data.train
+    outs:
+      - scripts/data/predictions.csv
+    params:
+      - step
+      - epochs
\ No newline at end of file
diff --git a/jenkins/dvc.Jenkinsfile b/jenkins/dvc.Jenkinsfile
new file mode 100644
index 0000000..5c4c7ee
--- /dev/null
+++ b/jenkins/dvc.Jenkinsfile
@@ -0,0 +1,41 @@
+pipeline {
+    parameters {
+        string(
+            defaultValue: 'mateuszogrodowczyk',
+            description: 'Kaggle username',
+            name: 'KAGGLE_USERNAME',
+            trim: false
+        )
+        password(
+            defaultValue: '',
+            description: 'Kaggle token taken from kaggle.json file, as described in https://github.com/Kaggle/kaggle-api#api-credentials',
+            name: 'KAGGLE_KEY'
+        )
+    }
+
+    agent {
+        dockerfile {
+            additionalBuildArgs "--build-arg KAGGLE_USERNAME=${params.KAGGLE_USERNAME} --build-arg KAGGLE_KEY=${params.KAGGLE_KEY} -t s478841-create-dataset"
+        }
+    }
+
+    stages {
+         stage("Run DVC") {
+            steps{
+                withCredentials([
+                    sshUserPrivateKey(
+                        credentialsId: '48ac7004-216e-4260-abba-1fe5db753e18',
+                        keyFileVariable: 'IUM_SFTP_KEY',
+                        passphraseVariable: '',
+                        usernameVariable: 'USER'
+                    )
+                ]) {
+                    sh 'dvc remote modify --local ium_ssh_remote keyfile $IUM_SFTP_KEY'
+                    sh 'dvc remote modify --local ium_ssh_remote password IUM@2021'
+                    sh 'dvc pull'
+                    sh 'dvc repro'
+                }
+            }
+         }
+    }
+}
\ No newline at end of file
diff --git a/model_params.yml b/model_params.yml
new file mode 100644
index 0000000..a08a404
--- /dev/null
+++ b/model_params.yml
@@ -0,0 +1,2 @@
+step: 10
+epochs: 15
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
index d49070c..3fc7cc2 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -6,4 +6,7 @@ torch
 matplotlib
 sacred
 pymongo
-mlflow
\ No newline at end of file
+mlflow
+dvc
+dvc-ssh
+paramiko
\ No newline at end of file
diff --git a/scripts/data/.gitignore b/scripts/data/.gitignore
new file mode 100644
index 0000000..76d549a
--- /dev/null
+++ b/scripts/data/.gitignore
@@ -0,0 +1 @@
+/plots.png
diff --git a/scripts/data/plots.png.dvc b/scripts/data/plots.png.dvc
new file mode 100644
index 0000000..e17c626
--- /dev/null
+++ b/scripts/data/plots.png.dvc
@@ -0,0 +1,4 @@
+outs:
+- md5: 860c8fe454e7e4683620393359c90e58
+  size: 25040
+  path: plots.png
diff --git a/scripts/data/predictions.csv.dvc b/scripts/data/predictions.csv.dvc
new file mode 100644
index 0000000..c590189
--- /dev/null
+++ b/scripts/data/predictions.csv.dvc
@@ -0,0 +1,4 @@
+outs:
+- md5: 4482cb25938b104e670ad748014354dc
+  size: 56401
+  path: predictions.csv