From d3cbf23d62afa56c0a1062039a79eb7221c41def Mon Sep 17 00:00:00 2001
From: jfrery <jfrery@users.noreply.github.com>
Date: Thu, 23 May 2024 13:32:48 +0200
Subject: [PATCH] chore: refresh ConvolutionalNeuralNetwork notebook

---
 .../ConvolutionalNeuralNetwork.ipynb          | 1618 ++++++++---------
 1 file changed, 777 insertions(+), 841 deletions(-)

diff --git a/docs/advanced_examples/ConvolutionalNeuralNetwork.ipynb b/docs/advanced_examples/ConvolutionalNeuralNetwork.ipynb
index 9c46ca6af..1857bba0e 100644
--- a/docs/advanced_examples/ConvolutionalNeuralNetwork.ipynb
+++ b/docs/advanced_examples/ConvolutionalNeuralNetwork.ipynb
@@ -150,7 +150,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
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+      "\r",
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      ]
     },
@@ -158,1208 +158,1208 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
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+      "\r",
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+      "\r",
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+      "\r",
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-      "\r\n",
-      " 97%|█████████▋| 97/100 [04:38<00:08,  2.80s/it]"
+      "\r",
+      " 97%|█████████▋| 97/100 [04:21<00:07,  2.49s/it]"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "\r\n",
-      " 98%|█████████▊| 98/100 [04:40<00:05,  2.70s/it]"
+      "\r",
+      " 98%|█████████▊| 98/100 [04:23<00:04,  2.49s/it]"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "\r\n",
-      " 99%|█████████▉| 99/100 [04:42<00:02,  2.63s/it]"
+      "\r",
+      " 99%|█████████▉| 99/100 [04:29<00:03,  3.67s/it]"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "\r\n",
-      "100%|██████████| 100/100 [04:45<00:00,  2.58s/it]"
+      "\r",
+      "100%|██████████| 100/100 [04:32<00:00,  3.33s/it]"
      ]
     },
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "\r\n",
-      "100%|██████████| 100/100 [04:45<00:00,  2.85s/it]"
+      "\r",
+      "100%|██████████| 100/100 [04:32<00:00,  2.73s/it]"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Time per inference in FHE: 2.85 with 99.00% accuracy\n"
+      "Time per inference in FHE: 2.73 with 99.00% accuracy\n"
      ]
     },
     {