diff --git a/README.md b/README.md
index 80b34b0..ea73fe2 100644
--- a/README.md
+++ b/README.md
@@ -28,7 +28,7 @@
 
 1. Configure your client-side
 
-For running mlflow files you need various environment variables set on the client side. To generate them user the convienience script `./bashrc_install.sh`, which installs it on your system or `./bashrc_generate.sh`, which just displays the config to copy & paste.
+For running mlflow files you need various environment variables set on the client side. To generate them use the convienience script `./bashrc_install.sh`, which installs it on your system or `./bashrc_generate.sh`, which just displays the config to copy & paste.
 
 > $ ./bashrc_install.sh   
 > [ OK ] Successfully installed environment variables into your .bashrc!
diff --git a/docker-compose.yml b/docker-compose.yml
index f71df60..18bc7bd 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -31,12 +31,9 @@ services:
     networks:
       - internal
   mlflow:
+    image: ubuntu/mlflow:2.1.1_1.0-22.04
     container_name: tracker_mlflow
-    image: tracker_ml
     restart: unless-stopped
-    build:
-      context: ./mlflow
-      dockerfile: Dockerfile
     ports:
       - "5000:5000"
     environment: