diff --git a/docker/Dockerfile b/docker/Dockerfile
index fb0d10f..7b45498 100644
--- a/docker/Dockerfile
+++ b/docker/Dockerfile
@@ -32,8 +32,6 @@ RUN sudo chown -R airsim_user /home/airsim_user
 
 RUN git clone https://github.com/microsoft/AirSim-Drone-Racing-Lab && \
 	cd AirSim-Drone-Racing-Lab && \
-	bash download_training_binaries.sh && \
-	bash download_qualification_binaries.sh && \
-	mv AirSim_Training/ ../ && \
-	mv AirSim_Qualification/ ../ && \
+	bash download_binaries.sh && \
+	mv ADRL/ ../ && \
 	cd ../
\ No newline at end of file
diff --git a/docker/build_docker_image.py b/docker/build_docker_image.py
index 14bcfc8..c652fef 100644
--- a/docker/build_docker_image.py
+++ b/docker/build_docker_image.py
@@ -21,16 +21,16 @@ def main(args):
     docker_image_builder.build_docker_image()
 
 if __name__=="__main__":
-    parser = ArgumentParser(description='AirSim Neurips-Game-of-Drones docker image builder')
+    parser = ArgumentParser(description='AirSim Drone Racing Lab docker image builder')
     parser.add_argument('--dockerfile', type=str, default='Dockerfile', help='path to docker file')
     parser.add_argument('--base_image', type=str, default="nvidia/cudagl:10.0-devel-ubuntu18.04", help='base image name AND tag, on top of which the target image is built')
     parser.add_argument('--target_image', type=str, help='desired name of target image name AND tag')
 
     args = parser.parse_args()
 
-    # if a target image name is not specified, let's call it airsim_neurips:SOURCE_IMAGE_TAG
+    # if a target image name is not specified, let's call it adrl:SOURCE_IMAGE_TAG
     if not args.target_image:
         target_image_tag = args.base_image.split(":")[1] 
-        args.target_image = 'airsim_neurips' + ':' + target_image_tag
+        args.target_image = 'adrl' + ':' + target_image_tag
 
     main(args)
\ No newline at end of file
diff --git a/docker/run_docker_image.sh b/docker/run_docker_image.sh
index ce699e8..75fb0f1 100755
--- a/docker/run_docker_image.sh
+++ b/docker/run_docker_image.sh
@@ -3,30 +3,23 @@
 # **Usage**
 # - for running default image, training binaries, in windowed mode:    
 #     `$ ./run_docker_image.sh "" training` 
-# - for running default image, qualification binaries, in windowed mode:    
-#     `$ ./run_docker_image.sh "" qualification` 
 # - for running default image, training binaries, in headless mode:    
 #     `$ ./run_docker_image.sh "" training headless`
-# - for running default image, qualification binaries, in headless mode:    
-#     `$ ./run_docker_image.sh "" qualification headless`
 # - for running a custom image in windowed mode, pass in you image name and tag:    
-#     `# $ ./run_docker_image.sh DOCKER_IMAGE_NAME:TAG`
+#     `$ ./run_docker_image.sh DOCKER_IMAGE_NAME:TAG`
 # - for running a custom image in headless mode, pass in you image name and tag, followed by "headless":    
-#     # $ ./run_docker_image.sh DOCKER_IMAGE_NAME:TAG headless
+#      `$ ./run_docker_image.sh DOCKER_IMAGE_NAME:TAG headless`
 
-# This script takes three optional arguments
+# This script takes two optional arguments
 
 # 1st argument is the name (and tag) of the dockerfile to run
-# by default, it is set to "airsim_neurips:10.0-devel-ubuntu18.04"
+# by default, it is set to "adrl:10.0-devel-ubuntu18.04"
 # else user can specify a docker image as follows:
 # $ ./run_docker_image.sh DOCKER_IMAGE_NAME:TAG
-DOCKER_IMAGE_NAME=${1:-airsim_neurips:10.0-devel-ubuntu18.04}
+DOCKER_IMAGE_NAME=${1:-adrl:10.0-devel-ubuntu18.04}
 
-# 2nd argument: can be "training" or "qualification"
-TRAINING_OR_QUALIFICATION=${2:-training}
-
-# 3rd argument: if user passes "headless", binary runs in headless mode
-IS_HEADLESS=${3:-notheadless}
+# 2nd argument: if user passes "headless", binary runs in headless mode
+IS_HEADLESS=${2:-notheadless}
 
 # this block is for running X apps in docker
 XAUTH=/tmp/.docker.xauth
@@ -43,22 +36,18 @@ then
 fi
 
 # per use the following commented out code for different options
-if [[ $2 = "training" ]]; then 
-    UNREAL_BINARY_COMMAND="bash /home/airsim_user/AirSim_Training/AirSimExe.sh -windowed -opengl"
-elif [[ $2 = "qualification" ]]; then 
-    UNREAL_BINARY_COMMAND="bash /home/airsim_user/AirSim_Qualification/AirSimExe.sh -windowed -opengl"
-fi
+UNREAL_BINARY_COMMAND="bash /home/airsim_user/ADRL/ADRL.sh -windowed -opengl"
 
 # eleminate terminal output and run airsim process in the background
-# UNREAL_BINARY_COMMAND="bash /home/airsim_user/AirSim_Training/AirSimExe.sh -windowed -opengl &>/dev/null &"
+# UNREAL_BINARY_COMMAND="bash /home/airsim_user/ADRL/ADRL.sh -windowed -opengl &>/dev/null &"
 
 # set window resolution
-# UNREAL_BINARY_COMMAND="/home/airsim_user/AirSim_Training -windowed -ResX=1080 -ResY=720"
+# UNREAL_BINARY_COMMAND="/home/airsim_user/ADRL/ADRL.sh -windowed -ResX=1080 -ResY=720"
 
 # now, let's check if we need to run in headless mode or not
 # set SDL_VIDEODRIVER_VALUE to '' if windowed mode, 'offscreen' if headless mode
 SDL_VIDEODRIVER_VALUE='';
-if [[ $3 = "headless" ]]; then 
+if [[ $2 = "headless" ]]; then 
     SDL_VIDEODRIVER_VALUE='offscreen';
 fi
 
diff --git a/download_binaries.sh b/download_binaries.sh
index ee801a6..05c8332 100755
--- a/download_binaries.sh
+++ b/download_binaries.sh
@@ -1,7 +1,7 @@
 #!/bin/bash
 wget -c https://github.com/microsoft/AirSim-Drone-Racing-Lab/releases/download/v1.0-linux/ADRL.zip
-unzip AirSim-Drone-Racing-Lab.zip;
-rm AirSim-Drone-Racing-Lab.zip;
+unzip ADRL.zip;
+rm ADRL.zip;
 
 mkdir -p /home/$USER/Documents/AirSim;
 wget --directory-prefix=/home/$USER/Documents/AirSim -c https://github.com/microsoft/AirSim-Drone-Racing-Lab/releases/download/v1.0-linux/settings.json;
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