diff --git a/Other algorithms/.DS_Store b/Other algorithms/.DS_Store
new file mode 100644
index 0000000..5008ddf
Binary files /dev/null and b/Other algorithms/.DS_Store differ
diff --git a/Other algorithms/Oiseau_others.ipynb b/Other algorithms/Oiseau_others.ipynb
index 988bcd9..af58c7a 100644
--- a/Other algorithms/Oiseau_others.ipynb	
+++ b/Other algorithms/Oiseau_others.ipynb	
@@ -5,9 +5,9 @@
    "metadata": {},
    "source": [
     "<center>\n",
-    "<a href=\"http://www.insa-toulouse.fr/\" ><img src=\"http://www.math.univ-toulouse.fr/~besse/Wikistat/Images/logo-insa.jpg\" style=\"float:left; max-width: 50px; display: inline\" alt=\"INSA\"/></a> \n",
-    "<a href=\"https://gei.insa-toulouse.fr/fr/index.html\" ><img src=\"https://gei.insa-toulouse.fr/_contents/ametys-internal%253Asites/dgei/ametys-internal%253Acontents/accueil-entete-de-page-d-accueil/_attribute/header%5B1%5D/header-illustration/image/GEI1.jpg?objectId=defaultWebContent://a9e49303-df60-47de-ab70-5ddb981c9d08\" style=\"max-width: 50px; display: inline;\" alt=\"Département GEI\"/> </a>\n",
-    "<a href=\"http://wikistat.fr/\" ><img src=\"http://www.math.univ-toulouse.fr/~besse/Wikistat/Images/wikistat.jpg\" style=\"float:right;max-width: 50px; display: inline;\"  alt=\"Wikistat\"/> </a>\n",
+    "<a href=\"http://www.insa-toulouse.fr/\" ><img src=\"http://www.math.univ-toulouse.fr/~besse/Wikistat/Images/logo-insa.jpg\" style=\"float:left; max-width: 10px; display: inline\" alt=\"INSA\"/></a> \n",
+    "<a href=\"https://gei.insa-toulouse.fr/fr/index.html\" ><img src=\"https://gei.insa-toulouse.fr/_contents/ametys-internal%253Asites/dgei/ametys-internal%253Acontents/accueil-entete-de-page-d-accueil/_attribute/header%5B1%5D/header-illustration/image/GEI1.jpg?objectId=defaultWebContent://a9e49303-df60-47de-ab70-5ddb981c9d08\" style=\"max-width: 10px; display: inline;\" alt=\"Département GEI\"/> </a>\n",
+    "<a href=\"http://wikistat.fr/\" ><img src=\"http://www.math.univ-toulouse.fr/~besse/Wikistat/Images/wikistat.jpg\" style=\"float:right;max-width: 10px; display: inline;\"  alt=\"Wikistat\"/> </a>\n",
     "     \n",
     "</center>"
    ]
@@ -16,9 +16,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# High Dimensional & Deep Learning : Image classification  \n",
+    "# Smart cameras to support biodiversity - The tetrao urogallus case\n",
     "\n",
-    "\n"
+    "<h3> <i> Image classification  on presence or absence of bird dataset.</i> </h3>\n"
    ]
   },
   {