diff --git a/Makefile b/Makefile
index 3dde772..a9916a9 100644
--- a/Makefile
+++ b/Makefile
@@ -6,6 +6,9 @@ export USER := $(shell whoami)
 export NB_GPUS := 2
 export NB_CPUS := 0 # this value is ignored if NB_GPUS is specified.
 export REGION := gra
+export PROJECT_DATA_RIGHTS := ro
+export JOB=$(shell cat job.json | jq '.id')
+
 dummy	:= $(shell touch artifacts)
 include ./artifacts
 # build locally the docker image
@@ -19,17 +22,21 @@ deploy-job:
 	ovhai job run \
 		--gpu ${NB_GPUS} \
 		--cpu ${NB_CPUS} \
-		--name ${IMAGE_NAME}-${USER}-${NB_GPUS}GPU-${NB_CPUS}CPU \
+		--name ${PROJECT_NAME}-${USER}-${NB_GPUS}GPU-${NB_CPUS}CPU \
 		--label user=${USER}\
-		--volume lab-cv-${PROJECT_NAME}-data@${REGION}:/workspace/data:rw \
-		--volume lab-cv-${PROJECT_NAME}-notebook@${REGION}:/workspace/notebook:rw \
-		--volume lab-cv-${PROJECT_NAME}-code@${REGION}:/workspace/code:rw \
-		--volume share@${REGION}:/workspace/share:rw \
+		--volume ${PROJECT_NAME}-home@${REGION}/${USER}:/workspace/home/${USER}:rwd \
+		--volume ${PROJECT_NAME}-home@${REGION}:/workspace/home:ro \
+		--volume cclabeler-data@${REGION}:/workspace/cclabeler:ro \
+		--volume ${PROJECT_NAME}-data@${REGION}:/workspace/data:${PROJECT_DATA_RIGHTS} \
+		--volume lab-cv-${PROJECT_NAME}-notebook@${REGION}:/workspace/notebook:ro \
+		--volume lab-cv-${PROJECT_NAME}-code@${REGION}:/workspace/code:ro \
+		--volume share@${REGION}:/workspace/share:ro \
 		--output json \
 		ghcr.io/datalab-mi/${IMAGE_NAME}:${VERSION} > job.json \
 		$(command)
+	@cat job.json | jq '.status.jobUrl'
 
-#usage: make stop-job JOB=xxxxx
+#usage: for a specific job do 'make stop-job JOB=xxxxx' else read the last file job.json
 stop-job:
 	ovhai job stop $(JOB)
 
diff --git a/requirements.txt b/requirements.txt
index de1be02..19b96bb 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -4,5 +4,14 @@ numpy==1.20.3
 opencv_python==4.5.3.56
 h5py==3.4.0
 onnxruntime==1.8.1
-matplotlib
 Pillow==8.4.0
+scikit-learn==1.0.2 
+openpyxl==3.0.9
+wget==3.2
+seaborn==0.11.2
+matplotlib==3.4.3
+scikit-learn==1.0.2 
+easydict==1.9
+tensorboardX==2.4.1
+onnx==1.11.0
+openpyxl==3.0.9