diff --git a/modules/ml-pipeline/src/pipeline/src/.dvc/config b/modules/ml-pipeline/src/pipeline/src/.dvc/config
index 03ccfbc..c07cce5 100644
--- a/modules/ml-pipeline/src/pipeline/src/.dvc/config
+++ b/modules/ml-pipeline/src/pipeline/src/.dvc/config
@@ -1,2 +1,12 @@
-['remote "myremote"']
+[core]
+    remote = experiments
+['remote "localremote"']
     url = /tmp/dvcstore
+['remote "experiments"']
+    url = s3://retrofit-model-directory-dev/pipeline/experiments
+['remote "dev"']
+    url = s3://retrofit-model-directory-dev/pipeline/model_directory
+['remote "staging"']
+    url = s3://retrofit-model-directory-staging/pipeline/model_directory
+['remote "prod"']
+    url = s3://retrofit-model-directory-prod/pipeline/model_directory
diff --git a/modules/ml-pipeline/src/pipeline/src/configs/prepare_data.yaml b/modules/ml-pipeline/src/pipeline/src/configs/prepare_data.yaml
index c17b906..27bedaa 100644
--- a/modules/ml-pipeline/src/pipeline/src/configs/prepare_data.yaml
+++ b/modules/ml-pipeline/src/pipeline/src/configs/prepare_data.yaml
@@ -1,6 +1,6 @@
 dataclient_type: minio
 data_location: s3://dev_bucket
-train_proportion: 0.2
+train_proportion: 0.85
 output_train_filepath: ./data/prepared_data/train.parquet
 output_test_filepath: ./data/prepared_data/test.parquet
 
diff --git a/modules/ml-pipeline/src/pipeline/src/dvc.lock b/modules/ml-pipeline/src/pipeline/src/dvc.lock
index b4026e5..ac079fa 100644
--- a/modules/ml-pipeline/src/pipeline/src/dvc.lock
+++ b/modules/ml-pipeline/src/pipeline/src/dvc.lock
@@ -11,12 +11,12 @@ stages:
       configs/prepare_data.yaml:
         output_test_filepath: ./data/prepared_data/test.parquet
         output_train_filepath: ./data/prepared_data/train.parquet
-        train_proportion: 0.2
+        train_proportion: 0.85
     outs:
     - path: data/prepared_data/
       hash: md5
-      md5: b9dd6ec988430bd4d4ec08824bf43b70.dir
-      size: 36061
+      md5: 57c36f8222034dc253f65000274bbd7b.dir
+      size: 35596
       nfiles: 2
   build_model:
     cmd: python build_model.py
@@ -27,8 +27,8 @@ stages:
       size: 3576
     - path: data/prepared_data
       hash: md5
-      md5: b9dd6ec988430bd4d4ec08824bf43b70.dir
-      size: 36061
+      md5: 57c36f8222034dc253f65000274bbd7b.dir
+      size: 35596
       nfiles: 2
     params:
       configs/build_model.yaml:
@@ -41,7 +41,7 @@ stages:
     outs:
     - path: data/model/
       hash: md5
-      md5: 2d4977388d8acf7a99bd6351ddb03d71.dir
+      md5: b163a05d5a1a5649caf10e23bd5db8d0.dir
       size: 1096
       nfiles: 1
   generate_predictions:
@@ -49,13 +49,13 @@ stages:
     deps:
     - path: data/model
       hash: md5
-      md5: 2d4977388d8acf7a99bd6351ddb03d71.dir
+      md5: b163a05d5a1a5649caf10e23bd5db8d0.dir
       size: 1096
       nfiles: 1
     - path: data/prepared_data
       hash: md5
-      md5: b9dd6ec988430bd4d4ec08824bf43b70.dir
-      size: 36061
+      md5: 57c36f8222034dc253f65000274bbd7b.dir
+      size: 35596
       nfiles: 2
     - path: generate_predictions.py
       hash: md5
@@ -68,21 +68,21 @@ stages:
     outs:
     - path: data/predictions/
       hash: md5
-      md5: 25c8d2bd3ce9d1ab09c68aef722babad.dir
-      size: 4987
+      md5: 06fd34c447fe9e5b4b9892c57257eb54.dir
+      size: 2334
       nfiles: 1
   generate_metrics:
     cmd: python generate_metrics.py
     deps:
     - path: data/predictions
       hash: md5
-      md5: 25c8d2bd3ce9d1ab09c68aef722babad.dir
-      size: 4987
+      md5: 06fd34c447fe9e5b4b9892c57257eb54.dir
+      size: 2334
       nfiles: 1
     - path: data/prepared_data
       hash: md5
-      md5: b9dd6ec988430bd4d4ec08824bf43b70.dir
-      size: 36061
+      md5: 57c36f8222034dc253f65000274bbd7b.dir
+      size: 35596
       nfiles: 2
     - path: generate_metrics.py
       hash: md5
@@ -95,5 +95,5 @@ stages:
     outs:
     - path: metrics/metrics.json
       hash: md5
-      md5: e7c575cadca7fe73d9b7659b71457815
-      size: 182
+      md5: 2706ac7ddd35940e95c187fd0178e52c
+      size: 183
diff --git a/modules/ml-pipeline/src/pipeline/src/metrics/.gitignore b/modules/ml-pipeline/src/pipeline/src/metrics/.gitignore
index e69de29..fbadd1c 100644
--- a/modules/ml-pipeline/src/pipeline/src/metrics/.gitignore
+++ b/modules/ml-pipeline/src/pipeline/src/metrics/.gitignore
@@ -0,0 +1 @@
+/metrics.json
diff --git a/modules/ml-pipeline/src/pipeline/src/requirements/training/requirements-dev.txt b/modules/ml-pipeline/src/pipeline/src/requirements/training/requirements-dev.txt
index f15e78f..28f6af4 100644
--- a/modules/ml-pipeline/src/pipeline/src/requirements/training/requirements-dev.txt
+++ b/modules/ml-pipeline/src/pipeline/src/requirements/training/requirements-dev.txt
@@ -1,7 +1,8 @@
 joblib==1.3.2
-boto3==1.28.41
+boto3==1.28.17
 pandas==1.5.3
 dvc==3.18.0
+dvc-s3==2.23.0
 gto==1.0.4
 scikit-learn==1.3.0
 pyarrow==13.0.0