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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "IUM_5_434788.ipynb",
"provenance": [],
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"collapsed_sections": [],
"toc_visible": true
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},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "tY8oIUexCAg2"
},
"source": [
"# 0. Imports and downloading the Data Frame"
]
},
{
"cell_type": "code",
"metadata": {
"id": "AlE65Fo32mGf"
},
"source": [
"from tensorflow.keras.models import Sequential, load_model\n",
"from tensorflow.keras.layers import Dense\n",
"from sklearn.metrics import accuracy_score\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import pandas as pd\n",
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"from sklearn.model_selection import train_test_split\n",
"import numpy as np"
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],
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"execution_count": 14,
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"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "hFXots4qa8Sz"
},
"source": [
"### 0.1. Wyczytanie pliku csv z mojego repo"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 470
},
"id": "8y82qyYTCN3H",
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"outputId": "b1521955-f5f4-4080-ace4-6ce3f03d453e"
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},
"source": [
"!curl -OL https://git.wmi.amu.edu.pl/s434788/ium_434788/raw/branch/master/winequality-red.csv\n",
"\n",
"wine=pd.read_csv('winequality-red.csv')\n",
"wine"
],
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"execution_count": 2,
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"outputs": [
{
"output_type": "stream",
"text": [
" % Total % Received % Xferd Average Speed Time Time Time Current\n",
" Dload Upload Total Spent Left Speed\n",
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"100 98k 100 98k 0 0 66899 0 0:00:01 0:00:01 --:--:-- 66899\n"
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],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>fixed acidity</th>\n",
" <th>volatile acidity</th>\n",
" <th>citric acid</th>\n",
" <th>residual sugar</th>\n",
" <th>chlorides</th>\n",
" <th>free sulfur dioxide</th>\n",
" <th>total sulfur dioxide</th>\n",
" <th>density</th>\n",
" <th>pH</th>\n",
" <th>sulphates</th>\n",
" <th>alcohol</th>\n",
" <th>quality</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>7.4</td>\n",
" <td>0.700</td>\n",
" <td>0.00</td>\n",
" <td>1.9</td>\n",
" <td>0.076</td>\n",
" <td>11.0</td>\n",
" <td>34.0</td>\n",
" <td>0.99780</td>\n",
" <td>3.51</td>\n",
" <td>0.56</td>\n",
" <td>9.4</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>7.8</td>\n",
" <td>0.880</td>\n",
" <td>0.00</td>\n",
" <td>2.6</td>\n",
" <td>0.098</td>\n",
" <td>25.0</td>\n",
" <td>67.0</td>\n",
" <td>0.99680</td>\n",
" <td>3.20</td>\n",
" <td>0.68</td>\n",
" <td>9.8</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>7.8</td>\n",
" <td>0.760</td>\n",
" <td>0.04</td>\n",
" <td>2.3</td>\n",
" <td>0.092</td>\n",
" <td>15.0</td>\n",
" <td>54.0</td>\n",
" <td>0.99700</td>\n",
" <td>3.26</td>\n",
" <td>0.65</td>\n",
" <td>9.8</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>11.2</td>\n",
" <td>0.280</td>\n",
" <td>0.56</td>\n",
" <td>1.9</td>\n",
" <td>0.075</td>\n",
" <td>17.0</td>\n",
" <td>60.0</td>\n",
" <td>0.99800</td>\n",
" <td>3.16</td>\n",
" <td>0.58</td>\n",
" <td>9.8</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>7.4</td>\n",
" <td>0.700</td>\n",
" <td>0.00</td>\n",
" <td>1.9</td>\n",
" <td>0.076</td>\n",
" <td>11.0</td>\n",
" <td>34.0</td>\n",
" <td>0.99780</td>\n",
" <td>3.51</td>\n",
" <td>0.56</td>\n",
" <td>9.4</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1594</th>\n",
" <td>6.2</td>\n",
" <td>0.600</td>\n",
" <td>0.08</td>\n",
" <td>2.0</td>\n",
" <td>0.090</td>\n",
" <td>32.0</td>\n",
" <td>44.0</td>\n",
" <td>0.99490</td>\n",
" <td>3.45</td>\n",
" <td>0.58</td>\n",
" <td>10.5</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1595</th>\n",
" <td>5.9</td>\n",
" <td>0.550</td>\n",
" <td>0.10</td>\n",
" <td>2.2</td>\n",
" <td>0.062</td>\n",
" <td>39.0</td>\n",
" <td>51.0</td>\n",
" <td>0.99512</td>\n",
" <td>3.52</td>\n",
" <td>0.76</td>\n",
" <td>11.2</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1596</th>\n",
" <td>6.3</td>\n",
" <td>0.510</td>\n",
" <td>0.13</td>\n",
" <td>2.3</td>\n",
" <td>0.076</td>\n",
" <td>29.0</td>\n",
" <td>40.0</td>\n",
" <td>0.99574</td>\n",
" <td>3.42</td>\n",
" <td>0.75</td>\n",
" <td>11.0</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1597</th>\n",
" <td>5.9</td>\n",
" <td>0.645</td>\n",
" <td>0.12</td>\n",
" <td>2.0</td>\n",
" <td>0.075</td>\n",
" <td>32.0</td>\n",
" <td>44.0</td>\n",
" <td>0.99547</td>\n",
" <td>3.57</td>\n",
" <td>0.71</td>\n",
" <td>10.2</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1598</th>\n",
" <td>6.0</td>\n",
" <td>0.310</td>\n",
" <td>0.47</td>\n",
" <td>3.6</td>\n",
" <td>0.067</td>\n",
" <td>18.0</td>\n",
" <td>42.0</td>\n",
" <td>0.99549</td>\n",
" <td>3.39</td>\n",
" <td>0.66</td>\n",
" <td>11.0</td>\n",
" <td>6</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1599 rows ×
"</div>"
],
"text/plain": [
" fixed acidity volatile acidity citric acid ... sulphates alcohol quality\n",
"0 7.4 0.700 0.00 ... 0.56 9.4 5\n",
"1 7.8 0.880 0.00 ... 0.68 9.8 5\n",
"2 7.8 0.760 0.04 ... 0.65 9.8 5\n",
"3 11.2 0.280 0.56 ... 0.58 9.8 6\n",
"4 7.4 0.700 0.00 ... 0.56 9.4 5\n",
"... ... ... ... ... ... ... ...\n",
"1594 6.2 0.600 0.08 ... 0.58 10.5 5\n",
"1595 5.9 0.550 0.10 ... 0.76 11.2 6\n",
"1596 6.3 0.510 0.13 ... 0.75 11.0 6\n",
"1597 5.9 0.645 0.12 ... 0.71 10.2 5\n",
"1598 6.0 0.310 0.47 ... 0.66 11.0 6\n",
"\n",
"[1599 rows x 12 columns]"
]
},
"metadata": {
"tags": []
},
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"execution_count": 2
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}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "i1z5M-qvCanz"
},
"source": [
"# 1. Analiza zbioru"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "n-qmc_JJbDbY"
},
"source": [
"### 1.1. Heatmap by zbada korelacje. Z początku zastanawiałem się, czy nie wykorzystać tylko kolumn wysoko skorelowanych z 'Quality', jednak koniec końców model będzie się opierać o wszystkie kolumny"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 462
},
"id": "KGx2vKgO5L1b",
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"outputId": "4dc89448-a6b7-4f2f-919e-c79f58b33be0"
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},
"source": [
"plt.figure(figsize=(10,6))\n",
"sns.heatmap(wine.corr(),annot=True)\n",
"plt.show()"
],
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"execution_count": 3,
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"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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
"text/plain": [
"<Figure size 720x432 with 2 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "YJlKPvbbCjiA"
},
"source": [
"# 2. Normalizacja i podział zbioru na Test/Train"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "fSb2f0BRbdtI"
},
"source": [
"### 2.1. 'y' to pojedyńcza kolumna z wartościami 'quality'"
]
},
{
"cell_type": "code",
"metadata": {
"id": "nASk0bFA25Qs",
"colab": {
"base_uri": "https://localhost:8080/"
},
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"outputId": "dbf37222-32f9-41e7-df82-46cc98ab13b7"
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},
"source": [
"y = wine.quality\n",
"y.head()"
],
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"execution_count": 4,
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"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"0 5\n",
"1 5\n",
"2 5\n",
"3 6\n",
"4 5\n",
"Name: quality, dtype: int64"
]
},
"metadata": {
"tags": []
},
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"execution_count": 4
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}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Syf1hf1qbvAc"
},
"source": [
"### 2.2. 'x' to wszystkie kolumny poza 'quality'"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 204
},
"id": "DRh8_4RaC2eV",
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"outputId": "bca3de72-1368-462c-bf58-e4536fc93b74"
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},
"source": [
"x = wine.drop(['quality'], axis= 1)\n",
"x.head()"
],
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"execution_count": 5,
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"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>fixed acidity</th>\n",
" <th>volatile acidity</th>\n",
" <th>citric acid</th>\n",
" <th>residual sugar</th>\n",
" <th>chlorides</th>\n",
" <th>free sulfur dioxide</th>\n",
" <th>total sulfur dioxide</th>\n",
" <th>density</th>\n",
" <th>pH</th>\n",
" <th>sulphates</th>\n",
" <th>alcohol</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>7.4</td>\n",
" <td>0.70</td>\n",
" <td>0.00</td>\n",
" <td>1.9</td>\n",
" <td>0.076</td>\n",
" <td>11.0</td>\n",
" <td>34.0</td>\n",
" <td>0.9978</td>\n",
" <td>3.51</td>\n",
" <td>0.56</td>\n",
" <td>9.4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>7.8</td>\n",
" <td>0.88</td>\n",
" <td>0.00</td>\n",
" <td>2.6</td>\n",
" <td>0.098</td>\n",
" <td>25.0</td>\n",
" <td>67.0</td>\n",
" <td>0.9968</td>\n",
" <td>3.20</td>\n",
" <td>0.68</td>\n",
" <td>9.8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>7.8</td>\n",
" <td>0.76</td>\n",
" <td>0.04</td>\n",
" <td>2.3</td>\n",
" <td>0.092</td>\n",
" <td>15.0</td>\n",
" <td>54.0</td>\n",
" <td>0.9970</td>\n",
" <td>3.26</td>\n",
" <td>0.65</td>\n",
" <td>9.8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>11.2</td>\n",
" <td>0.28</td>\n",
" <td>0.56</td>\n",
" <td>1.9</td>\n",
" <td>0.075</td>\n",
" <td>17.0</td>\n",
" <td>60.0</td>\n",
" <td>0.9980</td>\n",
" <td>3.16</td>\n",
" <td>0.58</td>\n",
" <td>9.8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>7.4</td>\n",
" <td>0.70</td>\n",
" <td>0.00</td>\n",
" <td>1.9</td>\n",
" <td>0.076</td>\n",
" <td>11.0</td>\n",
" <td>34.0</td>\n",
" <td>0.9978</td>\n",
" <td>3.51</td>\n",
" <td>0.56</td>\n",
" <td>9.4</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" fixed acidity volatile acidity citric acid ... pH sulphates alcohol\n",
"0 7.4 0.70 0.00 ... 3.51 0.56 9.4\n",
"1 7.8 0.88 0.00 ... 3.20 0.68 9.8\n",
"2 7.8 0.76 0.04 ... 3.26 0.65 9.8\n",
"3 11.2 0.28 0.56 ... 3.16 0.58 9.8\n",
"4 7.4 0.70 0.00 ... 3.51 0.56 9.4\n",
"\n",
"[5 rows x 11 columns]"
]
},
"metadata": {
"tags": []
},
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"execution_count": 5
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}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "sjRN2mU9b0S4"
},
"source": [
"### 2.3. Normalizacja wartości w x (do przedziału 0-1)"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 204
},
"id": "aYSFPw7e58uC",
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"outputId": "0462f35a-1343-4fc3-b0f8-83df57951b86"
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},
"source": [
"x=((x-x.min())/(x.max()-x.min()))\n",
"x.head()"
],
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"execution_count": 6,
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"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>fixed acidity</th>\n",
" <th>volatile acidity</th>\n",
" <th>citric acid</th>\n",
" <th>residual sugar</th>\n",
" <th>chlorides</th>\n",
" <th>free sulfur dioxide</th>\n",
" <th>total sulfur dioxide</th>\n",
" <th>density</th>\n",
" <th>pH</th>\n",
" <th>sulphates</th>\n",
" <th>alcohol</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.247788</td>\n",
" <td>0.397260</td>\n",
" <td>0.00</td>\n",
" <td>0.068493</td>\n",
" <td>0.106845</td>\n",
" <td>0.140845</td>\n",
" <td>0.098940</td>\n",
" <td>0.567548</td>\n",
" <td>0.606299</td>\n",
" <td>0.137725</td>\n",
" <td>0.153846</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.283186</td>\n",
" <td>0.520548</td>\n",
" <td>0.00</td>\n",
" <td>0.116438</td>\n",
" <td>0.143573</td>\n",
" <td>0.338028</td>\n",
" <td>0.215548</td>\n",
" <td>0.494126</td>\n",
" <td>0.362205</td>\n",
" <td>0.209581</td>\n",
" <td>0.215385</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.283186</td>\n",
" <td>0.438356</td>\n",
" <td>0.04</td>\n",
" <td>0.095890</td>\n",
" <td>0.133556</td>\n",
" <td>0.197183</td>\n",
" <td>0.169611</td>\n",
" <td>0.508811</td>\n",
" <td>0.409449</td>\n",
" <td>0.191617</td>\n",
" <td>0.215385</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0.584071</td>\n",
" <td>0.109589</td>\n",
" <td>0.56</td>\n",
" <td>0.068493</td>\n",
" <td>0.105175</td>\n",
" <td>0.225352</td>\n",
" <td>0.190813</td>\n",
" <td>0.582232</td>\n",
" <td>0.330709</td>\n",
" <td>0.149701</td>\n",
" <td>0.215385</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.247788</td>\n",
" <td>0.397260</td>\n",
" <td>0.00</td>\n",
" <td>0.068493</td>\n",
" <td>0.106845</td>\n",
" <td>0.140845</td>\n",
" <td>0.098940</td>\n",
" <td>0.567548</td>\n",
" <td>0.606299</td>\n",
" <td>0.137725</td>\n",
" <td>0.153846</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" fixed acidity volatile acidity citric acid ... pH sulphates alcohol\n",
"0 0.247788 0.397260 0.00 ... 0.606299 0.137725 0.153846\n",
"1 0.283186 0.520548 0.00 ... 0.362205 0.209581 0.215385\n",
"2 0.283186 0.438356 0.04 ... 0.409449 0.191617 0.215385\n",
"3 0.584071 0.109589 0.56 ... 0.330709 0.149701 0.215385\n",
"4 0.247788 0.397260 0.00 ... 0.606299 0.137725 0.153846\n",
"\n",
"[5 rows x 11 columns]"
]
},
"metadata": {
"tags": []
},
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"execution_count": 6
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}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "5w0PCwRDb7Qu"
},
"source": [
"### 2.4. Podział na zbiory testowe i treningowe (1:4)"
]
},
{
"cell_type": "code",
"metadata": {
"id": "uhN2kywv3psP"
},
"source": [
"x_train, x_test, y_train, y_test = train_test_split(x,y , test_size=0.2,train_size=0.8, random_state=21)"
],
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"execution_count": 7,
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"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 204
},
"id": "l0iJsRfe9uqK",
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"outputId": "2f06df73-9583-438a-f634-f56c435d22a8"
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},
"source": [
"x_train.head()"
],
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"execution_count": 8,
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"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>fixed acidity</th>\n",
" <th>volatile acidity</th>\n",
" <th>citric acid</th>\n",
" <th>residual sugar</th>\n",
" <th>chlorides</th>\n",
" <th>free sulfur dioxide</th>\n",
" <th>total sulfur dioxide</th>\n",
" <th>density</th>\n",
" <th>pH</th>\n",
" <th>sulphates</th>\n",
" <th>alcohol</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
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" <th>751</th>\n",
" <td>0.327434</td>\n",
" <td>0.363014</td>\n",
" <td>0.10</td>\n",
" <td>0.136986</td>\n",
" <td>0.128548</td>\n",
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" <td>0.225352</td>\n",
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" <td>0.120141</td>\n",
" <td>0.584435</td>\n",
" <td>0.433071</td>\n",
" <td>0.131737</td>\n",
" <td>0.169231</td>\n",
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" </tr>\n",
" <tr>\n",
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" <th>370</th>\n",
" <td>0.203540</td>\n",
" <td>0.441781</td>\n",
" <td>0.02</td>\n",
" <td>0.095890</td>\n",
" <td>0.085142</td>\n",
" <td>0.478873</td>\n",
" <td>0.201413</td>\n",
" <td>0.545521</td>\n",
" <td>0.653543</td>\n",
" <td>0.269461</td>\n",
" <td>0.230769</td>\n",
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" </tr>\n",
" <tr>\n",
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" <th>374</th>\n",
" <td>0.831858</td>\n",
" <td>0.198630</td>\n",
" <td>0.63</td>\n",
" <td>0.198630</td>\n",
" <td>0.128548</td>\n",
" <td>0.070423</td>\n",
" <td>0.144876</td>\n",
" <td>0.831865</td>\n",
" <td>0.212598</td>\n",
" <td>0.287425</td>\n",
" <td>0.369231</td>\n",
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" </tr>\n",
" <tr>\n",
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" <th>537</th>\n",
" <td>0.309735</td>\n",
" <td>0.482877</td>\n",
" <td>0.24</td>\n",
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" <td>0.082192</td>\n",
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" <td>0.120200</td>\n",
" <td>0.056338</td>\n",
" <td>0.024735</td>\n",
" <td>0.523495</td>\n",
" <td>0.496063</td>\n",
" <td>0.263473</td>\n",
" <td>0.353846</td>\n",
" </tr>\n",
" <tr>\n",
" <th>708</th>\n",
" <td>0.283186</td>\n",
" <td>0.291096</td>\n",
" <td>0.12</td>\n",
" <td>0.109589</td>\n",
" <td>0.093489</td>\n",
" <td>0.140845</td>\n",
" <td>0.102473</td>\n",
" <td>0.435389</td>\n",
" <td>0.472441</td>\n",
" <td>0.167665</td>\n",
" <td>0.492308</td>\n",
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" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" fixed acidity volatile acidity ... sulphates alcohol\n",
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"751 0.327434 0.363014 ... 0.131737 0.169231\n",
"370 0.203540 0.441781 ... 0.269461 0.230769\n",
"374 0.831858 0.198630 ... 0.287425 0.369231\n",
"537 0.309735 0.482877 ... 0.263473 0.353846\n",
"708 0.283186 0.291096 ... 0.167665 0.492308\n",
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"\n",
"[5 rows x 11 columns]"
]
},
"metadata": {
"tags": []
},
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"execution_count": 8
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}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Eml7m1efDZcB"
},
"source": [
"# 3. Model i jego trening (Tensorflow.Keras)"
]
},
{
"cell_type": "code",
"metadata": {
"id": "yw5LC_8g4W_z"
},
"source": [
"def regression_model():\n",
" model = Sequential()\n",
" model.add(Dense(32,activation = \"relu\", input_shape = (x_train.shape[1],)))\n",
" model.add(Dense(64,activation = \"relu\"))\n",
" model.add(Dense(1,activation = \"relu\"))\n",
" \n",
" model.compile(optimizer = \"adam\", loss = \"mean_squared_error\")\n",
" return model"
],
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"execution_count": 9,
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"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "UZex-gc2-fma"
},
"source": [
"model = regression_model()"
],
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"execution_count": 10,
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"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "p3Soo5N94nYK",
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"outputId": "78df14e3-e63f-4e59-b768-dd3c24a7f8d3"
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},
"source": [
"model.fit(x_train, y_train, epochs = 600, verbose = 1)"
],
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"execution_count": 11,
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"outputs": [
{
"output_type": "stream",
"text": [
"Epoch 1/600\n",
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"40/40 [==============================] - 1s 1ms/step - loss: 27.8321\n",
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"Epoch 2/600\n",
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"40/40 [==============================] - 0s 1ms/step - loss: 7.2309\n",
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"Epoch 3/600\n",
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"40/40 [==============================] - 0s 1ms/step - loss: 1.0122\n",
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"Epoch 4/600\n",
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"40/40 [==============================] - 0s 1ms/step - loss: 0.8249\n",
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"Epoch 5/600\n",
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"40/40 [==============================] - 0s 1ms/step - loss: 0.8217\n",
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"Epoch 6/600\n",
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"40/40 [==============================] - 0s 1ms/step - loss: 0.7261\n",
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"Epoch 7/600\n",
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"40/40 [==============================] - 0s 2ms/step - loss: 0.6524\n",
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"Epoch 8/600\n",
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"40/40 [==============================] - 0s 1ms/step - loss: 0.6332\n",
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"Epoch 9/600\n",
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"40/40 [==============================] - 0s 1ms/step - loss: 0.6085\n",
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"Epoch 10/600\n",
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"40/40 [==============================] - 0s 2ms/step - loss: 0.5933\n",
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"Epoch 11/600\n",
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"40/40 [==============================] - 0s 2ms/step - loss: 0.5950\n",
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"Epoch 12/600\n",
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"40/40 [==============================] - 0s 1ms/step - loss: 0.6067\n",
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"Epoch 13/600\n",
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"40/40 [==============================] - 0s 1ms/step - loss: 0.5047\n",
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"Epoch 14/600\n",
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"40/40 [==============================] - 0s 1ms/step - loss: 0.5503\n",
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"Epoch 15/600\n",
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"40/40 [==============================] - 0s 1ms/step - loss: 0.5120\n",
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"Epoch 16/600\n",
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"40/40 [==============================] - 0s 1ms/step - loss: 0.5540\n",
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"Epoch 17/600\n",
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"40/40 [==============================] - 0s 2ms/step - loss: 0.5384\n",
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"Epoch 18/600\n",
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"40/40 [==============================] - 0s 1ms/step - loss: 0.5129\n",
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"Epoch 19/600\n",
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"40/40 [==============================] - 0s 1ms/step - loss: 0.4923\n",
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"Epoch 20/600\n",
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"40/40 [==============================] - 0s 1ms/step - loss: 0.5131\n",
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"Epoch 21/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.4585\n",
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"Epoch 22/600\n",
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"40/40 [==============================] - 0s 1ms/step - loss: 0.4688\n",
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"Epoch 23/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.4497\n",
2021-04-17 18:33:36 +02:00
"Epoch 24/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4347\n",
2021-04-17 18:33:36 +02:00
"Epoch 25/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.4830\n",
2021-04-17 18:33:36 +02:00
"Epoch 26/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.4474\n",
2021-04-17 18:33:36 +02:00
"Epoch 27/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4599\n",
2021-04-17 18:33:36 +02:00
"Epoch 28/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4428\n",
2021-04-17 18:33:36 +02:00
"Epoch 29/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4375\n",
2021-04-17 18:33:36 +02:00
"Epoch 30/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.4240\n",
2021-04-17 18:33:36 +02:00
"Epoch 31/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4524\n",
2021-04-17 18:33:36 +02:00
"Epoch 32/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4448\n",
2021-04-17 18:33:36 +02:00
"Epoch 33/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.4163\n",
2021-04-17 18:33:36 +02:00
"Epoch 34/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.4217\n",
2021-04-17 18:33:36 +02:00
"Epoch 35/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.4117\n",
2021-04-17 18:33:36 +02:00
"Epoch 36/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.4445\n",
2021-04-17 18:33:36 +02:00
"Epoch 37/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.4249\n",
2021-04-17 18:33:36 +02:00
"Epoch 38/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.4436\n",
2021-04-17 18:33:36 +02:00
"Epoch 39/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.4290\n",
2021-04-17 18:33:36 +02:00
"Epoch 40/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4551\n",
2021-04-17 18:33:36 +02:00
"Epoch 41/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.4315\n",
2021-04-17 18:33:36 +02:00
"Epoch 42/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3996\n",
2021-04-17 18:33:36 +02:00
"Epoch 43/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.4504\n",
2021-04-17 18:33:36 +02:00
"Epoch 44/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.4202\n",
2021-04-17 18:33:36 +02:00
"Epoch 45/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3944\n",
2021-04-17 18:33:36 +02:00
"Epoch 46/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3944\n",
2021-04-17 18:33:36 +02:00
"Epoch 47/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4092\n",
2021-04-17 18:33:36 +02:00
"Epoch 48/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4065\n",
2021-04-17 18:33:36 +02:00
"Epoch 49/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4056\n",
2021-04-17 18:33:36 +02:00
"Epoch 50/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4023\n",
2021-04-17 18:33:36 +02:00
"Epoch 51/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4188\n",
2021-04-17 18:33:36 +02:00
"Epoch 52/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3748\n",
2021-04-17 18:33:36 +02:00
"Epoch 53/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4079\n",
2021-04-17 18:33:36 +02:00
"Epoch 54/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3867\n",
2021-04-17 18:33:36 +02:00
"Epoch 55/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3920\n",
2021-04-17 18:33:36 +02:00
"Epoch 56/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4366\n",
2021-04-17 18:33:36 +02:00
"Epoch 57/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3996\n",
2021-04-17 18:33:36 +02:00
"Epoch 58/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3794\n",
2021-04-17 18:33:36 +02:00
"Epoch 59/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4243\n",
2021-04-17 18:33:36 +02:00
"Epoch 60/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4039\n",
2021-04-17 18:33:36 +02:00
"Epoch 61/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3504\n",
2021-04-17 18:33:36 +02:00
"Epoch 62/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4023\n",
2021-04-17 18:33:36 +02:00
"Epoch 63/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4076\n",
2021-04-17 18:33:36 +02:00
"Epoch 64/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4207\n",
2021-04-17 18:33:36 +02:00
"Epoch 65/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3727\n",
2021-04-17 18:33:36 +02:00
"Epoch 66/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4051\n",
2021-04-17 18:33:36 +02:00
"Epoch 67/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3956\n",
2021-04-17 18:33:36 +02:00
"Epoch 68/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3877\n",
2021-04-17 18:33:36 +02:00
"Epoch 69/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4053\n",
2021-04-17 18:33:36 +02:00
"Epoch 70/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3759\n",
2021-04-17 18:33:36 +02:00
"Epoch 71/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3773\n",
2021-04-17 18:33:36 +02:00
"Epoch 72/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3836\n",
2021-04-17 18:33:36 +02:00
"Epoch 73/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3573\n",
2021-04-17 18:33:36 +02:00
"Epoch 74/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.4144\n",
2021-04-17 18:33:36 +02:00
"Epoch 75/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4208\n",
2021-04-17 18:33:36 +02:00
"Epoch 76/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3758\n",
2021-04-17 18:33:36 +02:00
"Epoch 77/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3989\n",
2021-04-17 18:33:36 +02:00
"Epoch 78/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3979\n",
2021-04-17 18:33:36 +02:00
"Epoch 79/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4047\n",
2021-04-17 18:33:36 +02:00
"Epoch 80/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4111\n",
2021-04-17 18:33:36 +02:00
"Epoch 81/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4047\n",
2021-04-17 18:33:36 +02:00
"Epoch 82/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4017\n",
2021-04-17 18:33:36 +02:00
"Epoch 83/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4451\n",
2021-04-17 18:33:36 +02:00
"Epoch 84/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3747\n",
2021-04-17 18:33:36 +02:00
"Epoch 85/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3734\n",
2021-04-17 18:33:36 +02:00
"Epoch 86/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4017\n",
2021-04-17 18:33:36 +02:00
"Epoch 87/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3886\n",
2021-04-17 18:33:36 +02:00
"Epoch 88/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4091\n",
2021-04-17 18:33:36 +02:00
"Epoch 89/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4020\n",
2021-04-17 18:33:36 +02:00
"Epoch 90/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4022\n",
2021-04-17 18:33:36 +02:00
"Epoch 91/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4048\n",
2021-04-17 18:33:36 +02:00
"Epoch 92/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3940\n",
2021-04-17 18:33:36 +02:00
"Epoch 93/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.4150\n",
2021-04-17 18:33:36 +02:00
"Epoch 94/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4054\n",
2021-04-17 18:33:36 +02:00
"Epoch 95/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3523\n",
2021-04-17 18:33:36 +02:00
"Epoch 96/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3864\n",
2021-04-17 18:33:36 +02:00
"Epoch 97/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3790\n",
2021-04-17 18:33:36 +02:00
"Epoch 98/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3770\n",
2021-04-17 18:33:36 +02:00
"Epoch 99/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3783\n",
2021-04-17 18:33:36 +02:00
"Epoch 100/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3679\n",
2021-04-17 18:33:36 +02:00
"Epoch 101/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4155\n",
2021-04-17 18:33:36 +02:00
"Epoch 102/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3839\n",
2021-04-17 18:33:36 +02:00
"Epoch 103/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3859\n",
2021-04-17 18:33:36 +02:00
"Epoch 104/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3954\n",
2021-04-17 18:33:36 +02:00
"Epoch 105/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3609\n",
2021-04-17 18:33:36 +02:00
"Epoch 106/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.4079\n",
2021-04-17 18:33:36 +02:00
"Epoch 107/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3977\n",
2021-04-17 18:33:36 +02:00
"Epoch 108/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3993\n",
2021-04-17 18:33:36 +02:00
"Epoch 109/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3991\n",
2021-04-17 18:33:36 +02:00
"Epoch 110/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3661\n",
2021-04-17 18:33:36 +02:00
"Epoch 111/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3566\n",
2021-04-17 18:33:36 +02:00
"Epoch 112/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3867\n",
2021-04-17 18:33:36 +02:00
"Epoch 113/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3705\n",
2021-04-17 18:33:36 +02:00
"Epoch 114/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3845\n",
2021-04-17 18:33:36 +02:00
"Epoch 115/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3792\n",
2021-04-17 18:33:36 +02:00
"Epoch 116/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3857\n",
2021-04-17 18:33:36 +02:00
"Epoch 117/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3865\n",
2021-04-17 18:33:36 +02:00
"Epoch 118/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3643\n",
2021-04-17 18:33:36 +02:00
"Epoch 119/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3673\n",
2021-04-17 18:33:36 +02:00
"Epoch 120/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4002\n",
2021-04-17 18:33:36 +02:00
"Epoch 121/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3690\n",
2021-04-17 18:33:36 +02:00
"Epoch 122/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3719\n",
2021-04-17 18:33:36 +02:00
"Epoch 123/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3939\n",
2021-04-17 18:33:36 +02:00
"Epoch 124/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4074\n",
2021-04-17 18:33:36 +02:00
"Epoch 125/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3835\n",
2021-04-17 18:33:36 +02:00
"Epoch 126/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.4051\n",
2021-04-17 18:33:36 +02:00
"Epoch 127/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3629\n",
2021-04-17 18:33:36 +02:00
"Epoch 128/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3653\n",
2021-04-17 18:33:36 +02:00
"Epoch 129/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3473\n",
2021-04-17 18:33:36 +02:00
"Epoch 130/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3980\n",
2021-04-17 18:33:36 +02:00
"Epoch 131/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3647\n",
2021-04-17 18:33:36 +02:00
"Epoch 132/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3636\n",
2021-04-17 18:33:36 +02:00
"Epoch 133/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.4010\n",
2021-04-17 18:33:36 +02:00
"Epoch 134/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3511\n",
2021-04-17 18:33:36 +02:00
"Epoch 135/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3899\n",
2021-04-17 18:33:36 +02:00
"Epoch 136/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3951\n",
2021-04-17 18:33:36 +02:00
"Epoch 137/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.4010\n",
2021-04-17 18:33:36 +02:00
"Epoch 138/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3930\n",
2021-04-17 18:33:36 +02:00
"Epoch 139/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3711\n",
2021-04-17 18:33:36 +02:00
"Epoch 140/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3936\n",
2021-04-17 18:33:36 +02:00
"Epoch 141/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3907\n",
2021-04-17 18:33:36 +02:00
"Epoch 142/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3713\n",
2021-04-17 18:33:36 +02:00
"Epoch 143/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3592\n",
2021-04-17 18:33:36 +02:00
"Epoch 144/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3772\n",
2021-04-17 18:33:36 +02:00
"Epoch 145/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3981\n",
2021-04-17 18:33:36 +02:00
"Epoch 146/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3858\n",
2021-04-17 18:33:36 +02:00
"Epoch 147/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3546\n",
2021-04-17 18:33:36 +02:00
"Epoch 148/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3882\n",
2021-04-17 18:33:36 +02:00
"Epoch 149/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3635\n",
2021-04-17 18:33:36 +02:00
"Epoch 150/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3822\n",
2021-04-17 18:33:36 +02:00
"Epoch 151/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.4120\n",
2021-04-17 18:33:36 +02:00
"Epoch 152/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3808\n",
2021-04-17 18:33:36 +02:00
"Epoch 153/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3656\n",
2021-04-17 18:33:36 +02:00
"Epoch 154/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3948\n",
2021-04-17 18:33:36 +02:00
"Epoch 155/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3483\n",
2021-04-17 18:33:36 +02:00
"Epoch 156/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3825\n",
2021-04-17 18:33:36 +02:00
"Epoch 157/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3450\n",
2021-04-17 18:33:36 +02:00
"Epoch 158/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3664\n",
2021-04-17 18:33:36 +02:00
"Epoch 159/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3530\n",
2021-04-17 18:33:36 +02:00
"Epoch 160/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3596\n",
2021-04-17 18:33:36 +02:00
"Epoch 161/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3659\n",
2021-04-17 18:33:36 +02:00
"Epoch 162/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3858\n",
2021-04-17 18:33:36 +02:00
"Epoch 163/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4161\n",
2021-04-17 18:33:36 +02:00
"Epoch 164/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3519\n",
2021-04-17 18:33:36 +02:00
"Epoch 165/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3834\n",
2021-04-17 18:33:36 +02:00
"Epoch 166/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3766\n",
2021-04-17 18:33:36 +02:00
"Epoch 167/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3909\n",
2021-04-17 18:33:36 +02:00
"Epoch 168/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.4038\n",
2021-04-17 18:33:36 +02:00
"Epoch 169/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3815\n",
2021-04-17 18:33:36 +02:00
"Epoch 170/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3823\n",
2021-04-17 18:33:36 +02:00
"Epoch 171/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3907\n",
2021-04-17 18:33:36 +02:00
"Epoch 172/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3637\n",
2021-04-17 18:33:36 +02:00
"Epoch 173/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3535\n",
2021-04-17 18:33:36 +02:00
"Epoch 174/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3484\n",
2021-04-17 18:33:36 +02:00
"Epoch 175/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.4050\n",
2021-04-17 18:33:36 +02:00
"Epoch 176/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3680\n",
2021-04-17 18:33:36 +02:00
"Epoch 177/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3710\n",
2021-04-17 18:33:36 +02:00
"Epoch 178/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3292\n",
2021-04-17 18:33:36 +02:00
"Epoch 179/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3750\n",
2021-04-17 18:33:36 +02:00
"Epoch 180/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3701\n",
2021-04-17 18:33:36 +02:00
"Epoch 181/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3613\n",
2021-04-17 18:33:36 +02:00
"Epoch 182/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3442\n",
2021-04-17 18:33:36 +02:00
"Epoch 183/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3786\n",
2021-04-17 18:33:36 +02:00
"Epoch 184/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3524\n",
2021-04-17 18:33:36 +02:00
"Epoch 185/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3703\n",
2021-04-17 18:33:36 +02:00
"Epoch 186/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3841\n",
2021-04-17 18:33:36 +02:00
"Epoch 187/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3517\n",
2021-04-17 18:33:36 +02:00
"Epoch 188/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3699\n",
2021-04-17 18:33:36 +02:00
"Epoch 189/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3567\n",
2021-04-17 18:33:36 +02:00
"Epoch 190/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3600\n",
2021-04-17 18:33:36 +02:00
"Epoch 191/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3606\n",
2021-04-17 18:33:36 +02:00
"Epoch 192/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3604\n",
2021-04-17 18:33:36 +02:00
"Epoch 193/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3902\n",
2021-04-17 18:33:36 +02:00
"Epoch 194/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3926\n",
2021-04-17 18:33:36 +02:00
"Epoch 195/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3976\n",
2021-04-17 18:33:36 +02:00
"Epoch 196/600\n",
"40/40 [==============================] - 0s 2ms/step - loss: 0.3466\n",
2021-04-25 23:47:06 +02:00
"Epoch 197/600\n",
"40/40 [==============================] - 0s 1ms/step - loss: 0.3872\n",
2021-04-17 18:33:36 +02:00
"Epoch 198/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3598\n",
2021-04-17 18:33:36 +02:00
"Epoch 199/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3616\n",
2021-04-17 18:33:36 +02:00
"Epoch 200/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3502\n",
2021-04-17 18:33:36 +02:00
"Epoch 201/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3880\n",
2021-04-17 18:33:36 +02:00
"Epoch 202/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3623\n",
2021-04-17 18:33:36 +02:00
"Epoch 203/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3724\n",
2021-04-17 18:33:36 +02:00
"Epoch 204/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3723\n",
2021-04-17 18:33:36 +02:00
"Epoch 205/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3580\n",
2021-04-17 18:33:36 +02:00
"Epoch 206/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3528\n",
2021-04-17 18:33:36 +02:00
"Epoch 207/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3621\n",
2021-04-17 18:33:36 +02:00
"Epoch 208/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3672\n",
2021-04-17 18:33:36 +02:00
"Epoch 209/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3613\n",
2021-04-17 18:33:36 +02:00
"Epoch 210/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3419\n",
2021-04-17 18:33:36 +02:00
"Epoch 211/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3778\n",
2021-04-17 18:33:36 +02:00
"Epoch 212/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3543\n",
2021-04-17 18:33:36 +02:00
"Epoch 213/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3638\n",
2021-04-17 18:33:36 +02:00
"Epoch 214/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3585\n",
2021-04-17 18:33:36 +02:00
"Epoch 215/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3508\n",
2021-04-17 18:33:36 +02:00
"Epoch 216/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3515\n",
2021-04-17 18:33:36 +02:00
"Epoch 217/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3430\n",
2021-04-17 18:33:36 +02:00
"Epoch 218/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3368\n",
2021-04-17 18:33:36 +02:00
"Epoch 219/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3448\n",
2021-04-17 18:33:36 +02:00
"Epoch 220/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3731\n",
2021-04-17 18:33:36 +02:00
"Epoch 221/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3654\n",
2021-04-17 18:33:36 +02:00
"Epoch 222/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3466\n",
2021-04-17 18:33:36 +02:00
"Epoch 223/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3498\n",
2021-04-17 18:33:36 +02:00
"Epoch 224/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3458\n",
2021-04-17 18:33:36 +02:00
"Epoch 225/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3740\n",
2021-04-17 18:33:36 +02:00
"Epoch 226/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3739\n",
2021-04-17 18:33:36 +02:00
"Epoch 227/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3356\n",
2021-04-17 18:33:36 +02:00
"Epoch 228/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3836\n",
2021-04-17 18:33:36 +02:00
"Epoch 229/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3621\n",
2021-04-17 18:33:36 +02:00
"Epoch 230/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3540\n",
2021-04-17 18:33:36 +02:00
"Epoch 231/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3454\n",
2021-04-17 18:33:36 +02:00
"Epoch 232/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3459\n",
2021-04-17 18:33:36 +02:00
"Epoch 233/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3736\n",
2021-04-17 18:33:36 +02:00
"Epoch 234/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3534\n",
2021-04-17 18:33:36 +02:00
"Epoch 235/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3818\n",
2021-04-17 18:33:36 +02:00
"Epoch 236/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3530\n",
2021-04-17 18:33:36 +02:00
"Epoch 237/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3725\n",
2021-04-17 18:33:36 +02:00
"Epoch 238/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3523\n",
2021-04-17 18:33:36 +02:00
"Epoch 239/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3500\n",
2021-04-17 18:33:36 +02:00
"Epoch 240/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3866\n",
2021-04-17 18:33:36 +02:00
"Epoch 241/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3375\n",
2021-04-17 18:33:36 +02:00
"Epoch 242/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3650\n",
2021-04-17 18:33:36 +02:00
"Epoch 243/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3788\n",
2021-04-17 18:33:36 +02:00
"Epoch 244/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3471\n",
2021-04-17 18:33:36 +02:00
"Epoch 245/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3462\n",
2021-04-17 18:33:36 +02:00
"Epoch 246/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3462\n",
2021-04-17 18:33:36 +02:00
"Epoch 247/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3628\n",
2021-04-17 18:33:36 +02:00
"Epoch 248/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3379\n",
2021-04-17 18:33:36 +02:00
"Epoch 249/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3776\n",
2021-04-17 18:33:36 +02:00
"Epoch 250/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3356\n",
2021-04-17 18:33:36 +02:00
"Epoch 251/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3577\n",
2021-04-17 18:33:36 +02:00
"Epoch 252/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3560\n",
2021-04-17 18:33:36 +02:00
"Epoch 253/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3786\n",
2021-04-17 18:33:36 +02:00
"Epoch 254/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3528\n",
2021-04-17 18:33:36 +02:00
"Epoch 255/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3808\n",
2021-04-17 18:33:36 +02:00
"Epoch 256/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3601\n",
2021-04-17 18:33:36 +02:00
"Epoch 257/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3587\n",
2021-04-17 18:33:36 +02:00
"Epoch 258/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3681\n",
2021-04-17 18:33:36 +02:00
"Epoch 259/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3386\n",
2021-04-17 18:33:36 +02:00
"Epoch 260/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3573\n",
2021-04-17 18:33:36 +02:00
"Epoch 261/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3669\n",
2021-04-17 18:33:36 +02:00
"Epoch 262/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3712\n",
2021-04-17 18:33:36 +02:00
"Epoch 263/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3560\n",
2021-04-17 18:33:36 +02:00
"Epoch 264/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3531\n",
2021-04-17 18:33:36 +02:00
"Epoch 265/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3293\n",
2021-04-17 18:33:36 +02:00
"Epoch 266/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3404\n",
2021-04-17 18:33:36 +02:00
"Epoch 267/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3455\n",
2021-04-17 18:33:36 +02:00
"Epoch 268/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3456\n",
2021-04-17 18:33:36 +02:00
"Epoch 269/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3568\n",
2021-04-17 18:33:36 +02:00
"Epoch 270/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3634\n",
2021-04-17 18:33:36 +02:00
"Epoch 271/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3354\n",
2021-04-17 18:33:36 +02:00
"Epoch 272/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3398\n",
2021-04-17 18:33:36 +02:00
"Epoch 273/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3537\n",
2021-04-17 18:33:36 +02:00
"Epoch 274/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3198\n",
2021-04-17 18:33:36 +02:00
"Epoch 275/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3313\n",
2021-04-17 18:33:36 +02:00
"Epoch 276/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3686\n",
2021-04-17 18:33:36 +02:00
"Epoch 277/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3463\n",
2021-04-17 18:33:36 +02:00
"Epoch 278/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3801\n",
2021-04-17 18:33:36 +02:00
"Epoch 279/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3593\n",
2021-04-17 18:33:36 +02:00
"Epoch 280/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3443\n",
2021-04-17 18:33:36 +02:00
"Epoch 281/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3401\n",
2021-04-17 18:33:36 +02:00
"Epoch 282/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3547\n",
2021-04-17 18:33:36 +02:00
"Epoch 283/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3571\n",
2021-04-17 18:33:36 +02:00
"Epoch 284/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3622\n",
2021-04-17 18:33:36 +02:00
"Epoch 285/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3451\n",
2021-04-17 18:33:36 +02:00
"Epoch 286/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3405\n",
2021-04-17 18:33:36 +02:00
"Epoch 287/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3550\n",
2021-04-17 18:33:36 +02:00
"Epoch 288/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3467\n",
2021-04-17 18:33:36 +02:00
"Epoch 289/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3271\n",
2021-04-17 18:33:36 +02:00
"Epoch 290/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3654\n",
2021-04-17 18:33:36 +02:00
"Epoch 291/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3436\n",
2021-04-17 18:33:36 +02:00
"Epoch 292/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3487\n",
2021-04-17 18:33:36 +02:00
"Epoch 293/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3580\n",
2021-04-17 18:33:36 +02:00
"Epoch 294/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3635\n",
2021-04-17 18:33:36 +02:00
"Epoch 295/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3222\n",
2021-04-17 18:33:36 +02:00
"Epoch 296/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3635\n",
2021-04-17 18:33:36 +02:00
"Epoch 297/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3755\n",
2021-04-17 18:33:36 +02:00
"Epoch 298/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3435\n",
2021-04-17 18:33:36 +02:00
"Epoch 299/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3492\n",
2021-04-17 18:33:36 +02:00
"Epoch 300/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3568\n",
2021-04-17 18:33:36 +02:00
"Epoch 301/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3517\n",
2021-04-17 18:33:36 +02:00
"Epoch 302/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3572\n",
2021-04-17 18:33:36 +02:00
"Epoch 303/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3537\n",
2021-04-17 18:33:36 +02:00
"Epoch 304/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3451\n",
2021-04-17 18:33:36 +02:00
"Epoch 305/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3365\n",
2021-04-17 18:33:36 +02:00
"Epoch 306/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3480\n",
2021-04-17 18:33:36 +02:00
"Epoch 307/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3329\n",
2021-04-17 18:33:36 +02:00
"Epoch 308/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3326\n",
2021-04-17 18:33:36 +02:00
"Epoch 309/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3350\n",
2021-04-17 18:33:36 +02:00
"Epoch 310/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3417\n",
2021-04-17 18:33:36 +02:00
"Epoch 311/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3374\n",
2021-04-17 18:33:36 +02:00
"Epoch 312/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3435\n",
2021-04-17 18:33:36 +02:00
"Epoch 313/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3292\n",
2021-04-17 18:33:36 +02:00
"Epoch 314/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3830\n",
2021-04-17 18:33:36 +02:00
"Epoch 315/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3492\n",
2021-04-17 18:33:36 +02:00
"Epoch 316/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3439\n",
2021-04-17 18:33:36 +02:00
"Epoch 317/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3609\n",
2021-04-17 18:33:36 +02:00
"Epoch 318/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3797\n",
2021-04-17 18:33:36 +02:00
"Epoch 319/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3569\n",
2021-04-17 18:33:36 +02:00
"Epoch 320/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3445\n",
2021-04-17 18:33:36 +02:00
"Epoch 321/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3296\n",
2021-04-17 18:33:36 +02:00
"Epoch 322/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3218\n",
2021-04-17 18:33:36 +02:00
"Epoch 323/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3325\n",
2021-04-17 18:33:36 +02:00
"Epoch 324/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3528\n",
2021-04-17 18:33:36 +02:00
"Epoch 325/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3351\n",
2021-04-17 18:33:36 +02:00
"Epoch 326/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3734\n",
2021-04-17 18:33:36 +02:00
"Epoch 327/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3268\n",
2021-04-17 18:33:36 +02:00
"Epoch 328/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3392\n",
2021-04-17 18:33:36 +02:00
"Epoch 329/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3393\n",
2021-04-17 18:33:36 +02:00
"Epoch 330/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3390\n",
2021-04-17 18:33:36 +02:00
"Epoch 331/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3291\n",
2021-04-17 18:33:36 +02:00
"Epoch 332/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3260\n",
2021-04-17 18:33:36 +02:00
"Epoch 333/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3345\n",
2021-04-17 18:33:36 +02:00
"Epoch 334/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3749\n",
2021-04-17 18:33:36 +02:00
"Epoch 335/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3545\n",
2021-04-17 18:33:36 +02:00
"Epoch 336/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3572\n",
2021-04-17 18:33:36 +02:00
"Epoch 337/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3491\n",
2021-04-17 18:33:36 +02:00
"Epoch 338/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3377\n",
2021-04-17 18:33:36 +02:00
"Epoch 339/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3574\n",
2021-04-17 18:33:36 +02:00
"Epoch 340/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3359\n",
2021-04-17 18:33:36 +02:00
"Epoch 341/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3532\n",
2021-04-17 18:33:36 +02:00
"Epoch 342/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3286\n",
2021-04-17 18:33:36 +02:00
"Epoch 343/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3675\n",
2021-04-17 18:33:36 +02:00
"Epoch 344/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3198\n",
2021-04-17 18:33:36 +02:00
"Epoch 345/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3613\n",
2021-04-17 18:33:36 +02:00
"Epoch 346/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3592\n",
2021-04-17 18:33:36 +02:00
"Epoch 347/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3624\n",
2021-04-17 18:33:36 +02:00
"Epoch 348/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3433\n",
2021-04-17 18:33:36 +02:00
"Epoch 349/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3433\n",
2021-04-17 18:33:36 +02:00
"Epoch 350/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3301\n",
2021-04-17 18:33:36 +02:00
"Epoch 351/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3418\n",
2021-04-17 18:33:36 +02:00
"Epoch 352/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3668\n",
2021-04-17 18:33:36 +02:00
"Epoch 353/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3247\n",
2021-04-17 18:33:36 +02:00
"Epoch 354/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3316\n",
2021-04-17 18:33:36 +02:00
"Epoch 355/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3367\n",
2021-04-17 18:33:36 +02:00
"Epoch 356/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3361\n",
2021-04-17 18:33:36 +02:00
"Epoch 357/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3343\n",
2021-04-17 18:33:36 +02:00
"Epoch 358/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3458\n",
2021-04-17 18:33:36 +02:00
"Epoch 359/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3431\n",
2021-04-17 18:33:36 +02:00
"Epoch 360/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3334\n",
2021-04-17 18:33:36 +02:00
"Epoch 361/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3458\n",
2021-04-17 18:33:36 +02:00
"Epoch 362/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3419\n",
2021-04-17 18:33:36 +02:00
"Epoch 363/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3463\n",
2021-04-17 18:33:36 +02:00
"Epoch 364/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3459\n",
2021-04-17 18:33:36 +02:00
"Epoch 365/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3305\n",
2021-04-17 18:33:36 +02:00
"Epoch 366/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3334\n",
2021-04-17 18:33:36 +02:00
"Epoch 367/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3300\n",
2021-04-17 18:33:36 +02:00
"Epoch 368/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3148\n",
2021-04-17 18:33:36 +02:00
"Epoch 369/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3328\n",
2021-04-17 18:33:36 +02:00
"Epoch 370/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3490\n",
2021-04-17 18:33:36 +02:00
"Epoch 371/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3349\n",
2021-04-17 18:33:36 +02:00
"Epoch 372/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3434\n",
2021-04-17 18:33:36 +02:00
"Epoch 373/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3631\n",
2021-04-17 18:33:36 +02:00
"Epoch 374/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3490\n",
2021-04-17 18:33:36 +02:00
"Epoch 375/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3435\n",
2021-04-17 18:33:36 +02:00
"Epoch 376/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3392\n",
2021-04-17 18:33:36 +02:00
"Epoch 377/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3440\n",
2021-04-17 18:33:36 +02:00
"Epoch 378/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3293\n",
2021-04-17 18:33:36 +02:00
"Epoch 379/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3160\n",
2021-04-17 18:33:36 +02:00
"Epoch 380/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3524\n",
2021-04-17 18:33:36 +02:00
"Epoch 381/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3347\n",
2021-04-17 18:33:36 +02:00
"Epoch 382/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3362\n",
2021-04-17 18:33:36 +02:00
"Epoch 383/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3412\n",
2021-04-17 18:33:36 +02:00
"Epoch 384/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3644\n",
2021-04-17 18:33:36 +02:00
"Epoch 385/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3231\n",
2021-04-17 18:33:36 +02:00
"Epoch 386/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3175\n",
2021-04-17 18:33:36 +02:00
"Epoch 387/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3360\n",
2021-04-17 18:33:36 +02:00
"Epoch 388/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3483\n",
2021-04-17 18:33:36 +02:00
"Epoch 389/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3323\n",
2021-04-17 18:33:36 +02:00
"Epoch 390/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3199\n",
2021-04-17 18:33:36 +02:00
"Epoch 391/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3390\n",
2021-04-17 18:33:36 +02:00
"Epoch 392/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3240\n",
2021-04-17 18:33:36 +02:00
"Epoch 393/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3285\n",
2021-04-17 18:33:36 +02:00
"Epoch 394/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3487\n",
2021-04-17 18:33:36 +02:00
"Epoch 395/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3266\n",
2021-04-17 18:33:36 +02:00
"Epoch 396/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3350\n",
2021-04-17 18:33:36 +02:00
"Epoch 397/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3294\n",
2021-04-17 18:33:36 +02:00
"Epoch 398/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3381\n",
2021-04-17 18:33:36 +02:00
"Epoch 399/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3154\n",
2021-04-17 18:33:36 +02:00
"Epoch 400/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3376\n",
2021-04-17 18:33:36 +02:00
"Epoch 401/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3182\n",
2021-04-17 18:33:36 +02:00
"Epoch 402/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3313\n",
2021-04-17 18:33:36 +02:00
"Epoch 403/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3382\n",
2021-04-17 18:33:36 +02:00
"Epoch 404/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3663\n",
2021-04-17 18:33:36 +02:00
"Epoch 405/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3355\n",
2021-04-17 18:33:36 +02:00
"Epoch 406/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3389\n",
2021-04-17 18:33:36 +02:00
"Epoch 407/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3132\n",
2021-04-17 18:33:36 +02:00
"Epoch 408/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3170\n",
2021-04-17 18:33:36 +02:00
"Epoch 409/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3150\n",
2021-04-17 18:33:36 +02:00
"Epoch 410/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3280\n",
2021-04-17 18:33:36 +02:00
"Epoch 411/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3339\n",
2021-04-17 18:33:36 +02:00
"Epoch 412/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3430\n",
2021-04-17 18:33:36 +02:00
"Epoch 413/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3446\n",
2021-04-17 18:33:36 +02:00
"Epoch 414/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3243\n",
2021-04-17 18:33:36 +02:00
"Epoch 415/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3232\n",
2021-04-17 18:33:36 +02:00
"Epoch 416/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3219\n",
2021-04-17 18:33:36 +02:00
"Epoch 417/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3019\n",
2021-04-17 18:33:36 +02:00
"Epoch 418/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3173\n",
2021-04-17 18:33:36 +02:00
"Epoch 419/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3165\n",
2021-04-17 18:33:36 +02:00
"Epoch 420/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3282\n",
2021-04-17 18:33:36 +02:00
"Epoch 421/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3027\n",
2021-04-17 18:33:36 +02:00
"Epoch 422/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3313\n",
2021-04-17 18:33:36 +02:00
"Epoch 423/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3453\n",
2021-04-17 18:33:36 +02:00
"Epoch 424/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3370\n",
2021-04-17 18:33:36 +02:00
"Epoch 425/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3364\n",
2021-04-17 18:33:36 +02:00
"Epoch 426/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3247\n",
2021-04-17 18:33:36 +02:00
"Epoch 427/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3346\n",
2021-04-17 18:33:36 +02:00
"Epoch 428/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3077\n",
2021-04-17 18:33:36 +02:00
"Epoch 429/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3195\n",
2021-04-17 18:33:36 +02:00
"Epoch 430/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.2898\n",
2021-04-17 18:33:36 +02:00
"Epoch 431/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3086\n",
2021-04-17 18:33:36 +02:00
"Epoch 432/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3100\n",
2021-04-17 18:33:36 +02:00
"Epoch 433/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3305\n",
2021-04-17 18:33:36 +02:00
"Epoch 434/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3371\n",
2021-04-17 18:33:36 +02:00
"Epoch 435/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3308\n",
2021-04-17 18:33:36 +02:00
"Epoch 436/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.2980\n",
2021-04-17 18:33:36 +02:00
"Epoch 437/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3129\n",
2021-04-17 18:33:36 +02:00
"Epoch 438/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3332\n",
2021-04-17 18:33:36 +02:00
"Epoch 439/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3368\n",
2021-04-17 18:33:36 +02:00
"Epoch 440/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3274\n",
2021-04-17 18:33:36 +02:00
"Epoch 441/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3208\n",
2021-04-17 18:33:36 +02:00
"Epoch 442/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3206\n",
2021-04-17 18:33:36 +02:00
"Epoch 443/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3280\n",
2021-04-17 18:33:36 +02:00
"Epoch 444/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3386\n",
2021-04-17 18:33:36 +02:00
"Epoch 445/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3297\n",
2021-04-17 18:33:36 +02:00
"Epoch 446/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3365\n",
2021-04-17 18:33:36 +02:00
"Epoch 447/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3030\n",
2021-04-17 18:33:36 +02:00
"Epoch 448/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3231\n",
2021-04-17 18:33:36 +02:00
"Epoch 449/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3107\n",
2021-04-17 18:33:36 +02:00
"Epoch 450/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3288\n",
2021-04-17 18:33:36 +02:00
"Epoch 451/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3194\n",
2021-04-17 18:33:36 +02:00
"Epoch 452/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3037\n",
2021-04-17 18:33:36 +02:00
"Epoch 453/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3168\n",
2021-04-17 18:33:36 +02:00
"Epoch 454/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.2999\n",
2021-04-17 18:33:36 +02:00
"Epoch 455/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3104\n",
2021-04-17 18:33:36 +02:00
"Epoch 456/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.2976\n",
2021-04-17 18:33:36 +02:00
"Epoch 457/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3572\n",
2021-04-17 18:33:36 +02:00
"Epoch 458/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3177\n",
2021-04-17 18:33:36 +02:00
"Epoch 459/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3102\n",
2021-04-17 18:33:36 +02:00
"Epoch 460/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3087\n",
2021-04-17 18:33:36 +02:00
"Epoch 461/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3039\n",
2021-04-17 18:33:36 +02:00
"Epoch 462/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3127\n",
2021-04-17 18:33:36 +02:00
"Epoch 463/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3300\n",
2021-04-17 18:33:36 +02:00
"Epoch 464/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3243\n",
2021-04-17 18:33:36 +02:00
"Epoch 465/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3106\n",
2021-04-17 18:33:36 +02:00
"Epoch 466/600\n",
"40/40 [==============================] - 0s 2ms/step - loss: 0.2922\n",
"Epoch 467/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3300\n",
2021-04-17 18:33:36 +02:00
"Epoch 468/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3051\n",
2021-04-17 18:33:36 +02:00
"Epoch 469/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.2999\n",
2021-04-17 18:33:36 +02:00
"Epoch 470/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3099\n",
2021-04-17 18:33:36 +02:00
"Epoch 471/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3122\n",
2021-04-17 18:33:36 +02:00
"Epoch 472/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3105\n",
2021-04-17 18:33:36 +02:00
"Epoch 473/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3167\n",
2021-04-17 18:33:36 +02:00
"Epoch 474/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3227\n",
2021-04-17 18:33:36 +02:00
"Epoch 475/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3039\n",
2021-04-17 18:33:36 +02:00
"Epoch 476/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3167\n",
2021-04-17 18:33:36 +02:00
"Epoch 477/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3083\n",
2021-04-17 18:33:36 +02:00
"Epoch 478/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3280\n",
2021-04-17 18:33:36 +02:00
"Epoch 479/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3070\n",
2021-04-17 18:33:36 +02:00
"Epoch 480/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3247\n",
2021-04-17 18:33:36 +02:00
"Epoch 481/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3205\n",
2021-04-17 18:33:36 +02:00
"Epoch 482/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3219\n",
2021-04-17 18:33:36 +02:00
"Epoch 483/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3158\n",
2021-04-17 18:33:36 +02:00
"Epoch 484/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3384\n",
2021-04-17 18:33:36 +02:00
"Epoch 485/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.2816\n",
2021-04-17 18:33:36 +02:00
"Epoch 486/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3286\n",
2021-04-17 18:33:36 +02:00
"Epoch 487/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3357\n",
2021-04-17 18:33:36 +02:00
"Epoch 488/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3076\n",
2021-04-17 18:33:36 +02:00
"Epoch 489/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3206\n",
2021-04-17 18:33:36 +02:00
"Epoch 490/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3173\n",
2021-04-17 18:33:36 +02:00
"Epoch 491/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3251\n",
2021-04-17 18:33:36 +02:00
"Epoch 492/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3083\n",
2021-04-17 18:33:36 +02:00
"Epoch 493/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3154\n",
2021-04-17 18:33:36 +02:00
"Epoch 494/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3128\n",
2021-04-17 18:33:36 +02:00
"Epoch 495/600\n",
"40/40 [==============================] - 0s 2ms/step - loss: 0.3146\n",
"Epoch 496/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3092\n",
2021-04-17 18:33:36 +02:00
"Epoch 497/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3007\n",
2021-04-17 18:33:36 +02:00
"Epoch 498/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3117\n",
2021-04-17 18:33:36 +02:00
"Epoch 499/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3241\n",
2021-04-17 18:33:36 +02:00
"Epoch 500/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3224\n",
2021-04-17 18:33:36 +02:00
"Epoch 501/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3187\n",
2021-04-17 18:33:36 +02:00
"Epoch 502/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3159\n",
2021-04-17 18:33:36 +02:00
"Epoch 503/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3144\n",
2021-04-17 18:33:36 +02:00
"Epoch 504/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3196\n",
2021-04-17 18:33:36 +02:00
"Epoch 505/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3058\n",
2021-04-17 18:33:36 +02:00
"Epoch 506/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3054\n",
2021-04-17 18:33:36 +02:00
"Epoch 507/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3240\n",
2021-04-17 18:33:36 +02:00
"Epoch 508/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3082\n",
2021-04-17 18:33:36 +02:00
"Epoch 509/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.2909\n",
2021-04-17 18:33:36 +02:00
"Epoch 510/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3181\n",
2021-04-17 18:33:36 +02:00
"Epoch 511/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3180\n",
2021-04-17 18:33:36 +02:00
"Epoch 512/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3373\n",
2021-04-17 18:33:36 +02:00
"Epoch 513/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3207\n",
2021-04-17 18:33:36 +02:00
"Epoch 514/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3228\n",
2021-04-17 18:33:36 +02:00
"Epoch 515/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3178\n",
2021-04-17 18:33:36 +02:00
"Epoch 516/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3052\n",
2021-04-17 18:33:36 +02:00
"Epoch 517/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3281\n",
2021-04-17 18:33:36 +02:00
"Epoch 518/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3052\n",
2021-04-17 18:33:36 +02:00
"Epoch 519/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3119\n",
2021-04-17 18:33:36 +02:00
"Epoch 520/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.2770\n",
2021-04-17 18:33:36 +02:00
"Epoch 521/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3306\n",
2021-04-17 18:33:36 +02:00
"Epoch 522/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3159\n",
2021-04-17 18:33:36 +02:00
"Epoch 523/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3191\n",
2021-04-17 18:33:36 +02:00
"Epoch 524/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3369\n",
2021-04-17 18:33:36 +02:00
"Epoch 525/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3080\n",
2021-04-17 18:33:36 +02:00
"Epoch 526/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3014\n",
2021-04-17 18:33:36 +02:00
"Epoch 527/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3012\n",
2021-04-17 18:33:36 +02:00
"Epoch 528/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3150\n",
2021-04-17 18:33:36 +02:00
"Epoch 529/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3105\n",
2021-04-17 18:33:36 +02:00
"Epoch 530/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3236\n",
2021-04-17 18:33:36 +02:00
"Epoch 531/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3102\n",
2021-04-17 18:33:36 +02:00
"Epoch 532/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3199\n",
2021-04-17 18:33:36 +02:00
"Epoch 533/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.2913\n",
2021-04-17 18:33:36 +02:00
"Epoch 534/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.2913\n",
2021-04-17 18:33:36 +02:00
"Epoch 535/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3063\n",
2021-04-17 18:33:36 +02:00
"Epoch 536/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3174\n",
2021-04-17 18:33:36 +02:00
"Epoch 537/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3165\n",
2021-04-17 18:33:36 +02:00
"Epoch 538/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3277\n",
2021-04-17 18:33:36 +02:00
"Epoch 539/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3098\n",
2021-04-17 18:33:36 +02:00
"Epoch 540/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3196\n",
2021-04-17 18:33:36 +02:00
"Epoch 541/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3007\n",
2021-04-17 18:33:36 +02:00
"Epoch 542/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3001\n",
2021-04-17 18:33:36 +02:00
"Epoch 543/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3018\n",
2021-04-17 18:33:36 +02:00
"Epoch 544/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.2872\n",
2021-04-17 18:33:36 +02:00
"Epoch 545/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.2685\n",
2021-04-17 18:33:36 +02:00
"Epoch 546/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3197\n",
2021-04-17 18:33:36 +02:00
"Epoch 547/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3055\n",
2021-04-17 18:33:36 +02:00
"Epoch 548/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3225\n",
2021-04-17 18:33:36 +02:00
"Epoch 549/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3167\n",
2021-04-17 18:33:36 +02:00
"Epoch 550/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3164\n",
2021-04-17 18:33:36 +02:00
"Epoch 551/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3104\n",
2021-04-17 18:33:36 +02:00
"Epoch 552/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3093\n",
2021-04-17 18:33:36 +02:00
"Epoch 553/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3062\n",
2021-04-17 18:33:36 +02:00
"Epoch 554/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3225\n",
2021-04-17 18:33:36 +02:00
"Epoch 555/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3169\n",
2021-04-17 18:33:36 +02:00
"Epoch 556/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.2989\n",
2021-04-17 18:33:36 +02:00
"Epoch 557/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.2997\n",
2021-04-17 18:33:36 +02:00
"Epoch 558/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3211\n",
2021-04-17 18:33:36 +02:00
"Epoch 559/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3092\n",
2021-04-17 18:33:36 +02:00
"Epoch 560/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3128\n",
2021-04-17 18:33:36 +02:00
"Epoch 561/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3047\n",
2021-04-17 18:33:36 +02:00
"Epoch 562/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3100\n",
2021-04-17 18:33:36 +02:00
"Epoch 563/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3143\n",
2021-04-17 18:33:36 +02:00
"Epoch 564/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.2766\n",
2021-04-17 18:33:36 +02:00
"Epoch 565/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3003\n",
2021-04-17 18:33:36 +02:00
"Epoch 566/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3040\n",
2021-04-17 18:33:36 +02:00
"Epoch 567/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.2720\n",
2021-04-17 18:33:36 +02:00
"Epoch 568/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3156\n",
2021-04-17 18:33:36 +02:00
"Epoch 569/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3182\n",
2021-04-17 18:33:36 +02:00
"Epoch 570/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3047\n",
2021-04-17 18:33:36 +02:00
"Epoch 571/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3074\n",
2021-04-17 18:33:36 +02:00
"Epoch 572/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3250\n",
2021-04-17 18:33:36 +02:00
"Epoch 573/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.2953\n",
2021-04-17 18:33:36 +02:00
"Epoch 574/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.2828\n",
2021-04-17 18:33:36 +02:00
"Epoch 575/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.2882\n",
2021-04-17 18:33:36 +02:00
"Epoch 576/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.2914\n",
2021-04-17 18:33:36 +02:00
"Epoch 577/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3143\n",
2021-04-17 18:33:36 +02:00
"Epoch 578/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.2871\n",
2021-04-17 18:33:36 +02:00
"Epoch 579/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.2677\n",
2021-04-17 18:33:36 +02:00
"Epoch 580/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3053\n",
2021-04-17 18:33:36 +02:00
"Epoch 581/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.2921\n",
2021-04-17 18:33:36 +02:00
"Epoch 582/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3074\n",
2021-04-17 18:33:36 +02:00
"Epoch 583/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3053\n",
2021-04-17 18:33:36 +02:00
"Epoch 584/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 3ms/step - loss: 0.2888\n",
2021-04-17 18:33:36 +02:00
"Epoch 585/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3111\n",
2021-04-17 18:33:36 +02:00
"Epoch 586/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3032\n",
2021-04-17 18:33:36 +02:00
"Epoch 587/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.2958\n",
2021-04-17 18:33:36 +02:00
"Epoch 588/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3009\n",
2021-04-17 18:33:36 +02:00
"Epoch 589/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3176\n",
2021-04-17 18:33:36 +02:00
"Epoch 590/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.2913\n",
2021-04-17 18:33:36 +02:00
"Epoch 591/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.2803\n",
2021-04-17 18:33:36 +02:00
"Epoch 592/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.2720\n",
2021-04-17 18:33:36 +02:00
"Epoch 593/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.2856\n",
2021-04-17 18:33:36 +02:00
"Epoch 594/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 1ms/step - loss: 0.3113\n",
2021-04-17 18:33:36 +02:00
"Epoch 595/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.2881\n",
2021-04-17 18:33:36 +02:00
"Epoch 596/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.3043\n",
2021-04-17 18:33:36 +02:00
"Epoch 597/600\n",
2021-04-25 23:47:06 +02:00
"40/40 [==============================] - 0s 2ms/step - loss: 0.2897\n",
2021-04-17 18:33:36 +02:00
"Epoch 598/600\n",
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"40/40 [==============================] - 0s 1ms/step - loss: 0.3105\n",
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"Epoch 599/600\n",
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"40/40 [==============================] - 0s 2ms/step - loss: 0.2815\n",
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"Epoch 600/600\n",
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"40/40 [==============================] - 0s 2ms/step - loss: 0.2928\n"
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],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
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"<tensorflow.python.keras.callbacks.History at 0x7fafd9388bd0>"
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]
},
"metadata": {
"tags": []
},
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"execution_count": 11
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}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "QRsJLVS2cOfM"
},
"source": [
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"# 4. Predykcje, Pokrycie, Precyzja i F-Score (+ Zapisanie y_pred)"
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]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "1KlMEBYj4zYC",
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"outputId": "dc6a27fe-5ff7-4614-9f94-abdf140ae073"
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},
"source": [
"y_pred = model.predict(x_test)\n",
"\n",
"y_pred[:5]"
],
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"execution_count": 12,
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"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
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"array([[5.852079 ],\n",
" [5.9662743],\n",
" [5.219407 ],\n",
" [5.5860786],\n",
" [6.314252 ]], dtype=float32)"
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]
},
"metadata": {
"tags": []
},
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"execution_count": 12
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}
]
},
{
"cell_type": "code",
"metadata": {
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"id": "Y7QI0nqhBKeq"
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},
"source": [
"y_pred = np.around(y_pred, decimals=0)\n",
"\n",
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"y_pred[:5]\n",
"\n",
"pd.DataFrame(y_pred).to_csv(\"preds.csv\")"
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],
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"execution_count": 18,
"outputs": []
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},
{
"cell_type": "code",
"metadata": {
"id": "iPDHtbA6AC-P",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "0b7bed7f-6431-4458-c9b4-d1b1f61471b9"
},
"source": [
"accuracy_score(y_test, y_pred)"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"0.603125"
]
},
"metadata": {
"tags": []
},
"execution_count": 138
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "EUAaNOJaAlsk",
"outputId": "3bbc97d1-df61-4e2e-aec9-dc75407df371"
},
"source": [
"from sklearn.metrics import classification_report\n",
"print(classification_report(y_test,y_pred)) "
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" 1.0 0.00 0.00 0.00 0\n",
" 3.0 0.00 0.00 0.00 1\n",
" 4.0 0.00 0.00 0.00 6\n",
" 5.0 0.75 0.62 0.68 152\n",
" 6.0 0.49 0.70 0.58 115\n",
" 7.0 0.66 0.47 0.55 40\n",
" 8.0 0.00 0.00 0.00 6\n",
"\n",
" accuracy 0.60 320\n",
" macro avg 0.27 0.26 0.26 320\n",
"weighted avg 0.61 0.60 0.60 320\n",
"\n"
],
"name": "stdout"
},
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.7/dist-packages/sklearn/metrics/_classification.py:1272: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
" _warn_prf(average, modifier, msg_start, len(result))\n",
"/usr/local/lib/python3.7/dist-packages/sklearn/metrics/_classification.py:1272: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n",
" _warn_prf(average, modifier, msg_start, len(result))\n"
],
"name": "stderr"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "t8OqcubbIIJU"
},
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"source": [
""
],
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"execution_count": null,
"outputs": []
}
]
}
