diff --git a/Jenkinsfile_predict b/Jenkinsfile_predict
new file mode 100644
index 0000000..52d0db4
--- /dev/null
+++ b/Jenkinsfile_predict
@@ -0,0 +1,47 @@
+pipeline {
+    agent {docker { image 'snowycocoon/ium_434788:4'}}
+	parameters{
+        buildSelector(
+            defaultSelector: lastSuccessful(),
+            description: 'Which build to use for copying artifacts',
+            name: 'WHICH_BUILD'
+        )
+    }
+
+    stages {
+		stage('copy artifacts')
+            {
+                steps
+                {
+                    copyArtifacts(fingerprintArtifacts: true, projectName: 's434695-training/train', selector: buildParameter('WHICH_BUILD'))
+                }
+            }
+            stage('predict')
+            {
+                steps
+                {
+                    catchError {
+                        sh 'rm -r my_model'
+                        sh 'python3.8 Zadanie_09_MLflow_Predict.py ${BATCH_SIZE} ${EPOCHS}'
+                    }
+                }
+            }
+	}
+
+    post {
+        success {
+            mail body: 'SUCCESS',
+                subject: 's434788 mlflow predict',
+                to: '26ab8f35.uam.onmicrosoft.com@emea.teams.ms'
+        }
+        unstable {
+            mail body: 'UNSTABLE', subject: 's434788 mlflow predict', to: '26ab8f35.uam.onmicrosoft.com@emea.teams.ms'
+        }
+        failure {
+            mail body: 'FAILURE', subject: 's434788 mlflow predict', to: '26ab8f35.uam.onmicrosoft.com@emea.teams.ms'
+        }
+        changed {
+            mail body: 'CHANGED', subject: 's434788 mlflow predict', to: '26ab8f35.uam.onmicrosoft.com@emea.teams.ms'
+        }
+    }
+}
\ No newline at end of file
diff --git a/Zadanie_09_MLflow_Predict.py b/Zadanie_09_MLflow_Predict.py
new file mode 100644
index 0000000..d6d321a
--- /dev/null
+++ b/Zadanie_09_MLflow_Predict.py
@@ -0,0 +1,7 @@
+import mlflow
+import pandas as pd
+
+model = mlflow.keras.load_model("my_model")
+data = pd.read_json('my_model\input_example.json', orient='index')
+print(data)
+print(model.predict(data))
\ No newline at end of file
diff --git a/mlruns/0/1e5709985a4a4682ab319f0d3289099d/meta.yaml b/mlruns/0/1e5709985a4a4682ab319f0d3289099d/meta.yaml
new file mode 100644
index 0000000..ecf5ad2
--- /dev/null
+++ b/mlruns/0/1e5709985a4a4682ab319f0d3289099d/meta.yaml
@@ -0,0 +1,15 @@
+artifact_uri: file:///C:/Users/domstr2/Desktop/Git%20Repositories/ium_434788/mlruns/0/1e5709985a4a4682ab319f0d3289099d/artifacts
+end_time: 1621792438671
+entry_point_name: ''
+experiment_id: '0'
+lifecycle_stage: active
+name: ''
+run_id: 1e5709985a4a4682ab319f0d3289099d
+run_uuid: 1e5709985a4a4682ab319f0d3289099d
+source_name: ''
+source_type: 4
+source_version: ''
+start_time: 1621792431816
+status: 3
+tags: []
+user_id: domstr2
diff --git a/mlruns/0/1e5709985a4a4682ab319f0d3289099d/metrics/Accuracy b/mlruns/0/1e5709985a4a4682ab319f0d3289099d/metrics/Accuracy
new file mode 100644
index 0000000..bcb057f
--- /dev/null
+++ b/mlruns/0/1e5709985a4a4682ab319f0d3289099d/metrics/Accuracy
@@ -0,0 +1 @@
+1621792435688 1.0 0
diff --git a/mlruns/0/1e5709985a4a4682ab319f0d3289099d/params/batch_size b/mlruns/0/1e5709985a4a4682ab319f0d3289099d/params/batch_size
new file mode 100644
index 0000000..19c7bdb
--- /dev/null
+++ b/mlruns/0/1e5709985a4a4682ab319f0d3289099d/params/batch_size
@@ -0,0 +1 @@
+16
\ No newline at end of file
diff --git a/mlruns/0/1e5709985a4a4682ab319f0d3289099d/params/epochs b/mlruns/0/1e5709985a4a4682ab319f0d3289099d/params/epochs
new file mode 100644
index 0000000..3f10ffe
--- /dev/null
+++ b/mlruns/0/1e5709985a4a4682ab319f0d3289099d/params/epochs
@@ -0,0 +1 @@
+15
\ No newline at end of file
diff --git a/mlruns/0/1e5709985a4a4682ab319f0d3289099d/tags/mlflow.source.git.commit b/mlruns/0/1e5709985a4a4682ab319f0d3289099d/tags/mlflow.source.git.commit
new file mode 100644
index 0000000..65a670a
--- /dev/null
+++ b/mlruns/0/1e5709985a4a4682ab319f0d3289099d/tags/mlflow.source.git.commit
@@ -0,0 +1 @@
+6757e5b025505bf24aebc3f63982f0ad32995de3
\ No newline at end of file
diff --git a/mlruns/0/1e5709985a4a4682ab319f0d3289099d/tags/mlflow.source.name b/mlruns/0/1e5709985a4a4682ab319f0d3289099d/tags/mlflow.source.name
new file mode 100644
index 0000000..f34ec76
--- /dev/null
+++ b/mlruns/0/1e5709985a4a4682ab319f0d3289099d/tags/mlflow.source.name
@@ -0,0 +1 @@
+c:/Users/domstr2/Desktop/Git Repositories/ium_434788/Zadanie_08_and_09_MLflow.py
\ No newline at end of file
diff --git a/mlruns/0/1e5709985a4a4682ab319f0d3289099d/tags/mlflow.source.type b/mlruns/0/1e5709985a4a4682ab319f0d3289099d/tags/mlflow.source.type
new file mode 100644
index 0000000..0c2c1fe
--- /dev/null
+++ b/mlruns/0/1e5709985a4a4682ab319f0d3289099d/tags/mlflow.source.type
@@ -0,0 +1 @@
+LOCAL
\ No newline at end of file
diff --git a/mlruns/0/1e5709985a4a4682ab319f0d3289099d/tags/mlflow.user b/mlruns/0/1e5709985a4a4682ab319f0d3289099d/tags/mlflow.user
new file mode 100644
index 0000000..313bd69
--- /dev/null
+++ b/mlruns/0/1e5709985a4a4682ab319f0d3289099d/tags/mlflow.user
@@ -0,0 +1 @@
+domstr2
\ No newline at end of file
diff --git a/my_model/MLmodel b/my_model/MLmodel
new file mode 100644
index 0000000..26fb65b
--- /dev/null
+++ b/my_model/MLmodel
@@ -0,0 +1,19 @@
+flavors:
+  keras:
+    data: data
+    keras_module: tensorflow.keras
+    keras_version: 2.4.0
+    save_format: tf
+  python_function:
+    data: data
+    env: conda.yaml
+    loader_module: mlflow.keras
+    python_version: 3.8.5
+saved_input_example_info:
+  artifact_path: input_example.json
+  format: tf-serving
+  type: ndarray
+signature:
+  inputs: '[{"type": "tensor", "tensor-spec": {"dtype": "float64", "shape": [-1, 14]}}]'
+  outputs: '[{"type": "tensor", "tensor-spec": {"dtype": "int32", "shape": [-1]}}]'
+utc_time_created: '2021-05-23 17:53:55.693430'
diff --git a/my_model/conda.yaml b/my_model/conda.yaml
new file mode 100644
index 0000000..3fa4018
--- /dev/null
+++ b/my_model/conda.yaml
@@ -0,0 +1,10 @@
+channels:
+- defaults
+- conda-forge
+dependencies:
+- python=3.8.5
+- pip
+- pip:
+  - mlflow
+  - tensorflow==2.4.1
+name: mlflow-env
diff --git a/my_model/data/keras_module.txt b/my_model/data/keras_module.txt
new file mode 100644
index 0000000..2c73dfd
--- /dev/null
+++ b/my_model/data/keras_module.txt
@@ -0,0 +1 @@
+tensorflow.keras
\ No newline at end of file
diff --git a/my_model/data/model/saved_model.pb b/my_model/data/model/saved_model.pb
new file mode 100644
index 0000000..2318a75
Binary files /dev/null and b/my_model/data/model/saved_model.pb differ
diff --git a/my_model/data/model/variables/variables.data-00000-of-00001 b/my_model/data/model/variables/variables.data-00000-of-00001
new file mode 100644
index 0000000..167e235
Binary files /dev/null and b/my_model/data/model/variables/variables.data-00000-of-00001 differ
diff --git a/my_model/data/model/variables/variables.index b/my_model/data/model/variables/variables.index
new file mode 100644
index 0000000..5740461
Binary files /dev/null and b/my_model/data/model/variables/variables.index differ
diff --git a/my_model/data/save_format.txt b/my_model/data/save_format.txt
new file mode 100644
index 0000000..439ab29
--- /dev/null
+++ b/my_model/data/save_format.txt
@@ -0,0 +1 @@
+tf
\ No newline at end of file
diff --git a/my_model/input_example.json b/my_model/input_example.json
new file mode 100644
index 0000000..ce5d56b
--- /dev/null
+++ b/my_model/input_example.json
@@ -0,0 +1 @@
+{"inputs": [-0.011282211362261343, 0.6825528426633746, -0.8779676567417312, 0.25625952402130414, 0.0325916986923591, 0.1075920895847071, -0.19667888586283722, 0.6801776123326557, -0.13679826698989028, -0.6382195990287619, -0.8663788579309919, -0.787822640922809, -0.7744150275178463, -0.0063619093376772375]}
\ No newline at end of file