diff --git a/ML_Project10_documentation_final_.pdf b/docs/ML_Project10_documentation_final_.pdf
similarity index 100%
rename from ML_Project10_documentation_final_.pdf
rename to docs/ML_Project10_documentation_final_.pdf
diff --git a/PG10-DL_for_IP.pdf b/docs/PG10-DL_for_IP.pdf
similarity index 100%
rename from PG10-DL_for_IP.pdf
rename to docs/PG10-DL_for_IP.pdf
diff --git a/Project_Presentation_final_.pdf b/docs/Project_Presentation_final_.pdf
similarity index 100%
rename from Project_Presentation_final_.pdf
rename to docs/Project_Presentation_final_.pdf
diff --git a/requirements.txt b/requirements.txt
index 30840f0ce8f203f5935035cf3c2d7701d13e9f03..6bb74489ecf5dd13236604e004e35b7321cc2545 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,3 +1,7 @@
-pytorch-lightning >= 1.0.0rc2
-torch >= 1.3.0
-torchvision >= 0.6.0
+conda environment with python=3.6, 
+install astra-toolbox stable version
+conda install pytorch torchvision cudatoolkit=9.0 -c pytorch
+conda install dival
+
+Make sure to integrate it to the Jupyter kernel. 
+