Merge branch 'doc_update' into 'master'

Updated README to make evaluation command line copy-pasteable

See merge request !4

README.rst

@@ -77,8 +77,8 @@ line and run::
 
     $ verify.py config_vgg.py
 
-By default, the script will use 8 parallel threads to run the experiment.  You
-can decrease the number of ``parallel`` threads in ``config_vgg.py``, or even
+By default, the script will use 8 parallel processes to run the experiment.
+You can decrease the number of ``parallel`` processes in ``config_vgg.py``, or
 remove the ``parallel = 8`` line completely.
 
 
@@ -94,8 +94,9 @@ To run the experiment, please go to the command line and run::
 
     $ verify_isv.py config_isv.py
 
-By default, the script will use 32 parallel threads to run the experiment.  If
+By default, the script will use 32 parallel processes to run the experiment.
 you have less processes to spare, please reduce the number of parallel threads.
+processes.
 Anyways, please expect a runtime of several hours, especially for training the
 ISV model.
 
@@ -110,13 +111,13 @@ experiments into a ROC curve, and compute the HTER on the ``eval`` set, we can
 call::
 
     $ evaluate.py \
-    --directory ./results
-    --dev-files VGG/male/nonorm/scores-dev ISV/male/nonorm/scores-dev \
-    --eval-files VGG/male/nonorm/scores-eval ISV/male/nonorm/scores-eval \
-    --labels VGG ISV --title "MOBIO male dev" "MOBIO male eval" \
-    --roc ROC.pdf \
-    --criterion EER \
-    -vv
+        --directory ./results \
+        --dev-files VGG/male/nonorm/scores-dev ISV/male/nonorm/scores-dev \
+        --eval-files VGG/male/nonorm/scores-eval ISV/male/nonorm/scores-eval \
+        --labels VGG ISV --title "MOBIO male dev" "MOBIO male eval" \
+        --roc ROC.pdf \
+        --criterion EER \
+        -vv
 
 
 .. _bob: http://www.idiap.ch/software/bob