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German Traffic Signal Dataset

1: Introduction

The German Traffic Sign Benchmark is a multi-class, single-image classification challenge held at the International Joint Conference on Neural Networks (IJCNN) 2011. Following are the details of the dataset

1. Single-image, multi-class classification problem

2. More than 40 classes

3. More than 50,000 images in total

4. Large, lifelike database

2: Data Pre processing

2.1 Loading the required Libraries

import tensorflow as tf
from tensorflow import keras
from tensorflow.keras import datasets, layers, models
import matplotlib.pyplot as plt
%matplotlib inline
from tensorflow.keras.optimizers import RMSprop
from tensorflow.keras.preprocessing.image import ImageDataGenerator
import numpy as np
import pandas as pd
import os
import shutil