From 3bfe4c4507bc4cb20d0b3dc4c26f01674a56ad69 Mon Sep 17 00:00:00 2001
From: Shahada <121425395+sitishahada@users.noreply.github.com>
Date: Thu, 19 Sep 2024 15:44:27 +0800
Subject: [PATCH 01/19] Update config.yml line 95

---
 .circleci/config.yml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index 037645ab2..bc9e9eecc 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -92,7 +92,8 @@ jobs:
       - run:
           name: Build and run Dockerfile (see https://docs.railway.app/deploy/dockerfiles)
           command: |
-            cd section-08-deploying-with-containers && railway up --detach
+            cd section-08-deploying-with-containers 
+            railway up --detach --verbose
 
   test_regression_model_py37:
     docker:

From 21500dd7bec069805c9f15c5d21a42ef6cbb9773 Mon Sep 17 00:00:00 2001
From: Shahada <121425395+sitishahada@users.noreply.github.com>
Date: Thu, 19 Sep 2024 16:13:31 +0800
Subject: [PATCH 02/19] Update config.yml line 95

---
 .circleci/config.yml | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index bc9e9eecc..037645ab2 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -92,8 +92,7 @@ jobs:
       - run:
           name: Build and run Dockerfile (see https://docs.railway.app/deploy/dockerfiles)
           command: |
-            cd section-08-deploying-with-containers 
-            railway up --detach --verbose
+            cd section-08-deploying-with-containers && railway up --detach
 
   test_regression_model_py37:
     docker:

From 996292e463f492c2c37f840ac7e6dd76567e2215 Mon Sep 17 00:00:00 2001
From: Shahada <121425395+sitishahada@users.noreply.github.com>
Date: Fri, 20 Sep 2024 12:13:54 +0800
Subject: [PATCH 03/19] Update workflows

---
 .circleci/config.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index 037645ab2..c40cd6b2e 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -274,7 +274,7 @@ workflows:
           filters:
             branches:
               only:
-                - master
+                - main
                 - demo
       # upload after git tags are created
       - section_07_test_and_upload_regression_model:
@@ -284,7 +284,7 @@ workflows:
          filters:
            branches:
              only:
-               - master
+               - main
                - demo
 
 #  test-all:

From d151d0b1d62950a7c551b024082ee74e1a1bc303 Mon Sep 17 00:00:00 2001
From: Shahada <121425395+sitishahada@users.noreply.github.com>
Date: Fri, 20 Sep 2024 12:27:51 +0800
Subject: [PATCH 04/19] write comment on line 274

---
 .circleci/config.yml | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index c40cd6b2e..ced79025a 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -271,11 +271,11 @@ workflows:
       - section_07_deploy_app_to_railway:
           requires:
             - section_07_test_app
-          filters:
-            branches:
-              only:
-                - main
-                - demo
+          #filters:
+            #branches:
+             # only:
+               # - main
+              #  - demo
       # upload after git tags are created
       - section_07_test_and_upload_regression_model:
           <<: *tags_only

From 096b48ee301e24faa2341f020d731fd549cf01f7 Mon Sep 17 00:00:00 2001
From: Shahada <121425395+sitishahada@users.noreply.github.com>
Date: Tue, 24 Sep 2024 10:34:20 +0800
Subject: [PATCH 05/19] add pip extra index url

---
 .../house-prices-api/requirements.txt                         | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/section-07-ci-and-publishing/house-prices-api/requirements.txt b/section-07-ci-and-publishing/house-prices-api/requirements.txt
index c6f00d968..1a75fc090 100644
--- a/section-07-ci-and-publishing/house-prices-api/requirements.txt
+++ b/section-07-ci-and-publishing/house-prices-api/requirements.txt
@@ -1,3 +1,5 @@
+--extra-index-url=${PIP_EXTRA_INDEX_URL}
+
 uvicorn>=0.20.0,<0.30.0
 fastapi>=0.88.0,<1.0.0
 python-multipart>=0.0.5,<0.1.0
@@ -6,4 +8,4 @@ typing_extensions>=4.2.0,<5.0.0
 loguru>=0.5.3,<1.0.0
 # We will explain this in the course
 tid-regression-model>=3.2.0
-feature-engine>=1.0.2,<1.6.0  # breaking change in v1.6.0
\ No newline at end of file
+feature-engine>=1.0.2,<1.6.0  # breaking change in v1.6.0

From 19680327a6f1d398d7656fb36757fada424b08b0 Mon Sep 17 00:00:00 2001
From: Shahada <121425395+sitishahada@users.noreply.github.com>
Date: Tue, 24 Sep 2024 11:57:37 +0800
Subject: [PATCH 06/19] Update railway project id

---
 .circleci/config.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index ced79025a..c6288ca31 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -54,7 +54,7 @@ jobs:
       - run:
           name: Deploy to Railway App (You must set RAILWAY_TOKEN env var)
           command: |
-            cd section-07-ci-and-publishing/house-prices-api && railway up --detach
+            cd section-07-ci-and-publishing/house-prices-api && railway up --project c7e97216-7edf-43f8-86e3-9029b0fd7fd5 --detach
 
   section_07_test_and_upload_regression_model:
     <<: *defaults

From 4f4acb01e5a053b0603d89e42ec4a8769903ab06 Mon Sep 17 00:00:00 2001
From: Shahada <121425395+sitishahada@users.noreply.github.com>
Date: Tue, 24 Sep 2024 12:05:51 +0800
Subject: [PATCH 07/19] Update config.yml

---
 .circleci/config.yml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index c6288ca31..13f2947b5 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -54,7 +54,8 @@ jobs:
       - run:
           name: Deploy to Railway App (You must set RAILWAY_TOKEN env var)
           command: |
-            cd section-07-ci-and-publishing/house-prices-api && railway up --project c7e97216-7edf-43f8-86e3-9029b0fd7fd5 --detach
+            cd section-07-ci-and-publishing/house-prices-api railway link c7e97216-7edf-43f8-86e3-9029b0fd7fd5 railway up --detach
+
 
   section_07_test_and_upload_regression_model:
     <<: *defaults

From b41ce8d834bf2cf5caefa7f7850cafdefa9e22bf Mon Sep 17 00:00:00 2001
From: Shahada <121425395+sitishahada@users.noreply.github.com>
Date: Tue, 24 Sep 2024 12:24:39 +0800
Subject: [PATCH 08/19] Update command railway

---
 .circleci/config.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index 13f2947b5..44dd3e908 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -54,7 +54,7 @@ jobs:
       - run:
           name: Deploy to Railway App (You must set RAILWAY_TOKEN env var)
           command: |
-            cd section-07-ci-and-publishing/house-prices-api railway link c7e97216-7edf-43f8-86e3-9029b0fd7fd5 railway up --detach
+            cd section-07-ci-and-publishing/house-prices-api && railway link c7e97216-7edf-43f8-86e3-9029b0fd7fd5 railway up --detach
 
 
   section_07_test_and_upload_regression_model:

From db6117cbbda7fbdf49813ff51339787a8a7e0401 Mon Sep 17 00:00:00 2001
From: Shahada <121425395+sitishahada@users.noreply.github.com>
Date: Tue, 24 Sep 2024 12:37:29 +0800
Subject: [PATCH 09/19] Update link

---
 .circleci/config.yml | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index 44dd3e908..f6b9f9a5d 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -51,6 +51,11 @@ jobs:
           node-version: '16.13'
       - run: node --version
       - run: npm i -g @railway/cli
+      - run:
+          name: Link Railway Project
+          command: |
+                cd section-07-ci-and-publishing/house-prices-api &&
+                railway link https://railway.app/project/c7e97216-7edf-43f8-86e3-9029b0fd7fd5
       - run:
           name: Deploy to Railway App (You must set RAILWAY_TOKEN env var)
           command: |

From 3b97bf4eabef15ca9f3e1c0a3b78df2891975eca Mon Sep 17 00:00:00 2001
From: Shahada <121425395+sitishahada@users.noreply.github.com>
Date: Tue, 24 Sep 2024 14:27:40 +0800
Subject: [PATCH 10/19] rewrite back the railway

---
 .circleci/config.yml | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index f6b9f9a5d..3cbe2a477 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -54,8 +54,7 @@ jobs:
       - run:
           name: Link Railway Project
           command: |
-                cd section-07-ci-and-publishing/house-prices-api &&
-                railway link https://railway.app/project/c7e97216-7edf-43f8-86e3-9029b0fd7fd5
+              cd section-07-ci-and-publishing/house-prices-api && railway up --detach
       - run:
           name: Deploy to Railway App (You must set RAILWAY_TOKEN env var)
           command: |

From 44778a6991e9cb4a83b1bb8e4ec6cacc33b1c8f1 Mon Sep 17 00:00:00 2001
From: Shahada <121425395+sitishahada@users.noreply.github.com>
Date: Tue, 24 Sep 2024 14:40:35 +0800
Subject: [PATCH 11/19] updated service name

---
 .circleci/config.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index 3cbe2a477..84d948acc 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -54,7 +54,7 @@ jobs:
       - run:
           name: Link Railway Project
           command: |
-              cd section-07-ci-and-publishing/house-prices-api && railway up --detach
+              cd section-07-ci-and-publishing/house-prices-api && railway up --service deployment CircleCi --detach
       - run:
           name: Deploy to Railway App (You must set RAILWAY_TOKEN env var)
           command: |

From f3ba84ca9905acdd99090a22c3c68adbff9c133b Mon Sep 17 00:00:00 2001
From: Shahada <121425395+sitishahada@users.noreply.github.com>
Date: Tue, 24 Sep 2024 15:14:21 +0800
Subject: [PATCH 12/19] Update requirements

---
 section-07-ci-and-publishing/house-prices-api/requirements.txt | 1 -
 1 file changed, 1 deletion(-)

diff --git a/section-07-ci-and-publishing/house-prices-api/requirements.txt b/section-07-ci-and-publishing/house-prices-api/requirements.txt
index 1a75fc090..720f311d0 100644
--- a/section-07-ci-and-publishing/house-prices-api/requirements.txt
+++ b/section-07-ci-and-publishing/house-prices-api/requirements.txt
@@ -1,4 +1,3 @@
---extra-index-url=${PIP_EXTRA_INDEX_URL}
 
 uvicorn>=0.20.0,<0.30.0
 fastapi>=0.88.0,<1.0.0

From f530b02821688fcb646854c90dd2f5dbb253cc52 Mon Sep 17 00:00:00 2001
From: Shahada <121425395+sitishahada@users.noreply.github.com>
Date: Tue, 24 Sep 2024 16:34:50 +0800
Subject: [PATCH 13/19] new section 7 railway

---
 .circleci/config.yml | 39 ++++++++++++++++++++++-----------------
 1 file changed, 22 insertions(+), 17 deletions(-)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index 84d948acc..9db48fad4 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -42,23 +42,28 @@ jobs:
           command: |
             tox
 
-  section_07_deploy_app_to_railway:
-    <<: *defaults
-    steps:
-      - checkout:
-          path: ~/project/
-      - node/install:
-          node-version: '16.13'
-      - run: node --version
-      - run: npm i -g @railway/cli
-      - run:
-          name: Link Railway Project
-          command: |
-              cd section-07-ci-and-publishing/house-prices-api && railway up --service deployment CircleCi --detach
-      - run:
-          name: Deploy to Railway App (You must set RAILWAY_TOKEN env var)
-          command: |
-            cd section-07-ci-and-publishing/house-prices-api && railway link c7e97216-7edf-43f8-86e3-9029b0fd7fd5 railway up --detach
+ section_07_deploy_app_to_railway:
+  <<: *defaults
+  steps:
+    - checkout:
+        path: ~/project/
+    - node/install:
+        node-version: '16.13'
+    - run: node --version
+    - run: npm i -g @railway/cli
+    - run:
+        name: Verify Railway CLI Installation
+        command: railway --version
+    - run:
+        name: Link Railway Project
+        command: |
+            cd section-07-ci-and-publishing/house-prices-api
+            railway link c7e97216-7edf-43f8-86e3-9029b0fd7fd5
+    - run:
+        name: Deploy to Railway
+        command: |
+            cd section-07-ci-and-publishing/house-prices-api
+            railway up --detach --verbose
 
 
   section_07_test_and_upload_regression_model:

From 816d69c3ee0c6503fdf08c50f09d06cd650cea95 Mon Sep 17 00:00:00 2001
From: Shahada <121425395+sitishahada@users.noreply.github.com>
Date: Tue, 24 Sep 2024 16:35:42 +0800
Subject: [PATCH 14/19] Update config.yml

---
 .circleci/config.yml | 70 ++++++++++++++++++++++----------------------
 1 file changed, 35 insertions(+), 35 deletions(-)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index 9db48fad4..08941d8a3 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -42,49 +42,49 @@ jobs:
           command: |
             tox
 
- section_07_deploy_app_to_railway:
-  <<: *defaults
-  steps:
-    - checkout:
-        path: ~/project/
-    - node/install:
-        node-version: '16.13'
-    - run: node --version
-    - run: npm i -g @railway/cli
-    - run:
-        name: Verify Railway CLI Installation
-        command: railway --version
-    - run:
-        name: Link Railway Project
-        command: |
-            cd section-07-ci-and-publishing/house-prices-api
-            railway link c7e97216-7edf-43f8-86e3-9029b0fd7fd5
-    - run:
-        name: Deploy to Railway
-        command: |
-            cd section-07-ci-and-publishing/house-prices-api
-            railway up --detach --verbose
-
-
-  section_07_test_and_upload_regression_model:
+   section_07_deploy_app_to_railway:
     <<: *defaults
-    working_directory: ~/project/section-07-ci-and-publishing/model-package
     steps:
       - checkout:
-          path: ~/project
-      - *prepare_tox
+          path: ~/project/
+      - node/install:
+          node-version: '16.13'
+      - run: node --version
+      - run: npm i -g @railway/cli
       - run:
-          name: Fetch the data
-          command: |
-            tox -e fetch_data
+          name: Verify Railway CLI Installation
+          command: railway --version
       - run:
-          name: Test the model
+          name: Link Railway Project
           command: |
-            tox
+              cd section-07-ci-and-publishing/house-prices-api
+              railway link c7e97216-7edf-43f8-86e3-9029b0fd7fd5
       - run:
-          name: Publish model to Gemfury
+          name: Deploy to Railway
           command: |
-            tox -e publish_model
+              cd section-07-ci-and-publishing/house-prices-api
+              railway up --detach --verbose
+  
+  
+    section_07_test_and_upload_regression_model:
+      <<: *defaults
+      working_directory: ~/project/section-07-ci-and-publishing/model-package
+      steps:
+        - checkout:
+            path: ~/project
+        - *prepare_tox
+        - run:
+            name: Fetch the data
+            command: |
+              tox -e fetch_data
+        - run:
+            name: Test the model
+            command: |
+              tox
+        - run:
+            name: Publish model to Gemfury
+            command: |
+              tox -e publish_model
 
 
   section_08_deploy_app_container_via_railway:

From 41805106f14e386dc9c78e548c2c451eb75a0ea4 Mon Sep 17 00:00:00 2001
From: Shahada <121425395+sitishahada@users.noreply.github.com>
Date: Tue, 24 Sep 2024 16:46:14 +0800
Subject: [PATCH 15/19] Update full tukar

---
 .circleci/config.yml | 131 +++++++++++++------------------------------
 1 file changed, 38 insertions(+), 93 deletions(-)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index 08941d8a3..345e22636 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -38,11 +38,11 @@ jobs:
           path: ~/project
       - *prepare_tox
       - run:
-          name: Runnning app tests
+          name: Running app tests
           command: |
             tox
 
-   section_07_deploy_app_to_railway:
+  section_07_deploy_app_to_railway:
     <<: *defaults
     steps:
       - checkout:
@@ -65,33 +65,30 @@ jobs:
               cd section-07-ci-and-publishing/house-prices-api
               railway up --detach --verbose
   
-  
-    section_07_test_and_upload_regression_model:
-      <<: *defaults
-      working_directory: ~/project/section-07-ci-and-publishing/model-package
-      steps:
-        - checkout:
-            path: ~/project
-        - *prepare_tox
-        - run:
-            name: Fetch the data
-            command: |
-              tox -e fetch_data
-        - run:
-            name: Test the model
-            command: |
-              tox
-        - run:
-            name: Publish model to Gemfury
-            command: |
-              tox -e publish_model
-
+  section_07_test_and_upload_regression_model:
+    <<: *defaults
+    working_directory: ~/project/section-07-ci-and-publishing/model-package
+    steps:
+      - checkout:
+          path: ~/project
+      - *prepare_tox
+      - run:
+          name: Fetch the data
+          command: |
+            tox -e fetch_data
+      - run:
+          name: Test the model
+          command: |
+            tox
+      - run:
+          name: Publish model to Gemfury
+          command: |
+            tox -e publish_model
 
   section_08_deploy_app_container_via_railway:
     <<: *defaults
     steps:
       - setup_remote_docker:
-          # Supported versions: https://circleci.com/docs/2.0/building-docker-images/#docker-version
           version: 20.10.18
       - checkout:
           path: ~/project/
@@ -195,7 +192,7 @@ jobs:
             pip install -r packages/ml_api/diff_test_requirements.txt
             PYTHONPATH=./packages/ml_api python3 packages/ml_api/tests/capture_model_predictions.py
       - run:
-          name: Runnning differential tests
+          name: Running differential tests
           command: |
             . venv/bin/activate
             pip install -r packages/ml_api/requirements.txt
@@ -228,12 +225,12 @@ jobs:
       - checkout
       - setup_remote_docker
       - run:
-          name: Publishing docker image to aws ECR
+          name: Publishing docker image to AWS ECR
           command: |
             sudo pip install awscli
             eval $(aws ecr get-login --no-include-email --region us-east-1)
             make build-ml-api-aws tag-ml-api push-ml-api-aws
-            aws ecs update-service --cluster ml-api-cluster --service custom-service --task-definition  first-run-task-definition --force-new-deployment
+            aws ecs update-service --cluster ml-api-cluster --service custom-service --task-definition first-run-task-definition --force-new-deployment
 
   section_13_train_and_upload_neural_network_model:
     docker:
@@ -265,7 +262,6 @@ jobs:
             chmod +x ./scripts/publish_model.sh
             ./scripts/publish_model.sh ./packages/neural_network_model/
 
-
 tags_only: &tags_only
   filters:
     branches:
@@ -281,71 +277,20 @@ workflows:
       - section_07_deploy_app_to_railway:
           requires:
             - section_07_test_app
-          #filters:
-            #branches:
-             # only:
-               # - main
-              #  - demo
-      # upload after git tags are created
       - section_07_test_and_upload_regression_model:
           <<: *tags_only
-
       - section_08_deploy_app_container_via_railway:
-         filters:
-           branches:
-             only:
-               - main
-               - demo
-
-#  test-all:
-#    jobs:
-#      - test_regression_model_py36
-#      - test_regression_model_py37
-#      - test_regression_model_py38
-#      - test_ml_api_py36
-#      - test_ml_api_py37
-#      # - test_ml_api_py38 pending NN model update
-#      - section_9_differential_tests
-#      - train_and_upload_regression_model:
-#          requires:
-#            - test_regression_model_py36
-#            - test_regression_model_py37
-#            - test_regression_model_py38
-#            - test_ml_api_py36
-#            - test_ml_api_py37
-#            - section_9_differential_tests
-#          filters:
-#            branches:
-#              only:
-#                - master
-#       - section_10_deploy_to_heroku:
-#           requires:
-#             - train_and_upload_regression_model
-#           filters:
-#             branches:
-#               only:
-#                 - master
-#      - section_11_build_and_push_to_heroku_docker:
-#          requires:
-#            - train_and_upload_regression_model
-#          filters:
-#            branches:
-#              only:
-#                - master
-#       - section_12_publish_docker_image_to_aws:
-#           requires:
-#             - train_and_upload_regression_model
-#           filters:
-#             branches:
-#               only:
-#                 - master
-#      - section_13_train_and_upload_neural_network_model:
-#          requires:
-#            - test_regression_model
-#            - test_ml_api
-#            - section_9_differential_tests
-#             - train_and_upload_regression_model
-#           filters:
-#             branches:
-#               only:
-#                 - master
+          filters:
+            branches:
+              only:
+                - main
+      - section_11_build_and_push_to_heroku_docker:
+          filters:
+            branches:
+              only:
+                - main
+      - section_12_publish_docker_image_to_aws:
+          filters:
+            branches:
+              only:
+                - main

From da22c6322f2ce7afca7990659c74e7853d75fbc7 Mon Sep 17 00:00:00 2001
From: Shahada <121425395+sitishahada@users.noreply.github.com>
Date: Tue, 24 Sep 2024 17:04:50 +0800
Subject: [PATCH 16/19] Update config.yml

---
 .circleci/config.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index 345e22636..481610072 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -58,7 +58,7 @@ jobs:
           name: Link Railway Project
           command: |
               cd section-07-ci-and-publishing/house-prices-api
-              railway link c7e97216-7edf-43f8-86e3-9029b0fd7fd5
+              railway link 
       - run:
           name: Deploy to Railway
           command: |

From 613da3df3527f0f464f15fca9be4c9a363c85ced Mon Sep 17 00:00:00 2001
From: Shahada <121425395+sitishahada@users.noreply.github.com>
Date: Thu, 26 Sep 2024 10:09:43 +0800
Subject: [PATCH 17/19] Updated config.yml

---
 .circleci/config.yml | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index 481610072..f1c1dc998 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -54,6 +54,9 @@ jobs:
       - run:
           name: Verify Railway CLI Installation
           command: railway --version
+      - run: 
+          name: Railway token link
+          command: RAILWAY_TOKEN= fc1f0cdb-a81d-402e-9677-049f531d04a0 railway run
       - run:
           name: Link Railway Project
           command: |
@@ -63,7 +66,7 @@ jobs:
           name: Deploy to Railway
           command: |
               cd section-07-ci-and-publishing/house-prices-api
-              railway up --detach --verbose
+              railway up --detach
   
   section_07_test_and_upload_regression_model:
     <<: *defaults

From 11ec71bbf84b7545f4176dd350d288d08ba4762e Mon Sep 17 00:00:00 2001
From: Shahada <121425395+sitishahada@users.noreply.github.com>
Date: Thu, 26 Sep 2024 10:15:22 +0800
Subject: [PATCH 18/19] Updated config.yml

---
 .circleci/config.yml | 5 -----
 1 file changed, 5 deletions(-)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index f1c1dc998..11c2591f6 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -57,11 +57,6 @@ jobs:
       - run: 
           name: Railway token link
           command: RAILWAY_TOKEN= fc1f0cdb-a81d-402e-9677-049f531d04a0 railway run
-      - run:
-          name: Link Railway Project
-          command: |
-              cd section-07-ci-and-publishing/house-prices-api
-              railway link 
       - run:
           name: Deploy to Railway
           command: |

From 27b480c3065606400ec8132874a62ea6808940e9 Mon Sep 17 00:00:00 2001
From: Shahada <121425395+sitishahada@users.noreply.github.com>
Date: Thu, 26 Sep 2024 11:31:44 +0800
Subject: [PATCH 19/19] Updated config.yml

---
 .circleci/config.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.circleci/config.yml b/.circleci/config.yml
index 11c2591f6..c82c9a4f5 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -56,7 +56,7 @@ jobs:
           command: railway --version
       - run: 
           name: Railway token link
-          command: RAILWAY_TOKEN= fc1f0cdb-a81d-402e-9677-049f531d04a0 railway run
+          command: RAILWAY_TOKEN=fc1f0cdb-a81d-402e-9677-049f531d04a0 railway run
       - run:
           name: Deploy to Railway
           command: |