diff --git a/dvc.Jenkinsfile b/dvc.Jenkinsfile
new file mode 100644
index 0000000..496e608
--- /dev/null
+++ b/dvc.Jenkinsfile
@@ -0,0 +1,48 @@
+pipeline {
+    agent {
+        dockerfile true
+    }
+
+    parameters{
+      buildSelector(
+            defaultSelector: lastSuccessful(),
+            description: 'Which build to use for copying artifacts',
+            name: 'WHICH_BUILD'
+        )
+    }
+
+    stages {
+        stage('checkout') {
+            steps {
+                git 'https://git.wmi.amu.edu.pl/s434742/ium_434742.git'
+                copyArtifacts fingerprintArtifacts: true, projectName: 's434742-create-dataset', selector: buildParameter('BUILD_SELECTOR')
+            }
+        }
+
+
+        stage('dvc') {
+            steps {
+                withCredentials([sshUserPrivateKey(credentialsId: '48ac7004-216e-4260-abba-1fe5db753e18', keyFileVariable: 'IUM_SFTP_KEY')]) {
+                    copyArtifacts fingerprintArtifacts: true, projectName: 's434742-create-dataset', selector: buildParameter('WHICH_BUILD')
+                    sh "dvc init -f"
+                    sh "dvc remote add -d ium_ssh_remote ssh://ium-sftp@tzietkiewicz.vm.wmi.amu.edu.pl/ium-sftp"
+                    sh "dvc remote modify --local ium_ssh_remote keyfile $IUM_SFTP_KEY"
+                    sh "dvc pull -f"
+                    sh "dvc reproduce"
+                }
+            }
+        }
+    }
+
+    post {
+        success {
+            build job: 's434742-dvc'
+            mail body: 'SUCCESS DVC', subject: 's434742', to: '26ab8f35.uam.onmicrosoft.com@emea.teams.ms'
+        }
+
+        failure {
+            mail body: 'FAILURE DVC', subject: 's434742', to: '26ab8f35.uam.onmicrosoft.com@emea.teams.ms'
+        }
+
+   }
+}
\ No newline at end of file
diff --git a/dvc.yaml b/dvc.yaml
new file mode 100644
index 0000000..73019c1
--- /dev/null
+++ b/dvc.yaml
@@ -0,0 +1,7 @@
+stages:
+    preprocess:
+        cmd: python3 avocado-preprocessing.py
+    train:
+        cmd: python3 avocado-training.py
+    eval:
+        cmd: python3 avocado-evaluation.py
\ No newline at end of file