From 470f08357b593209954524c301313f99fa5f3579 Mon Sep 17 00:00:00 2001
From: RAMAGE PAULINE s318321 <s318321@studenti.polito.it>
Date: Sun, 1 Dec 2024 11:09:53 +0100
Subject: [PATCH] add remarks
---
TD2_Deep_Learning.ipynb | 20 ++++++++++++++++++--
1 file changed, 18 insertions(+), 2 deletions(-)
diff --git a/TD2_Deep_Learning.ipynb b/TD2_Deep_Learning.ipynb
index afff4d1..13294ff 100644
--- a/TD2_Deep_Learning.ipynb
+++ b/TD2_Deep_Learning.ipynb
@@ -692,6 +692,14 @@
")"
]
},
+ {
+ "cell_type": "markdown",
+ "id": "df2b0014",
+ "metadata": {},
+ "source": [
+ "The accuracy is a lot better that the one of the neural network implemented in TD1 that was berely above 20%."
+ ]
+ },
{
"cell_type": "markdown",
"id": "944991a2",
@@ -1062,6 +1070,14 @@
")"
]
},
+ {
+ "cell_type": "markdown",
+ "id": "02200b5e",
+ "metadata": {},
+ "source": [
+ "The new model has a accuracy of 73% which is better that the previous model. It may be because of the dropout that allows the model to be more adapatable to new data."
+ ]
+ },
{
"cell_type": "markdown",
"id": "bc381cf4",
@@ -1297,7 +1313,7 @@
"id": "c37a1007",
"metadata": {},
"source": [
- "The compararison between the test accuracy of each class and the overall test accurcay shows that there is not a significant impact of the use of a quantized model on the prediction. The quantized model is \"only\" **0.07%** (nb of correct prediction of the original model-nb of correct prediction of the quantized model/nb of sample) less accurate than the original model but it is 2330.946/659.806 = **3,5** smaller."
+ "The compararison between the test accuracy of each class and the overall test accurcay shows that there is not a significant impact of the use of a quantized model on the prediction. The quantized model is only **0.07%** (nb of correct prediction of the original model-nb of correct prediction of the quantized model/nb of sample) less accurate than the original model but it is 2330.946/659.806 = **3,5** smaller !"
]
},
{
@@ -1770,7 +1786,7 @@
"id": "f435974d",
"metadata": {},
"source": [
- "The quantized also predict the correct labels and is much faster than the original VGG model. It is also 3,03 (553439.178/182540.454) smaller.\n",
+ "The quantized also predict the correct labels and is much faster than the original VGG model. It is also **3,03** (553439.178/182540.454) smaller.\n",
"\n",
"Time of computation:\n",
"- Original VGG: 6 min 21s\n",
--
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