#DATASET LINK https://www.kaggle.com/datasets/safabouguezzi/german-traffic-sign-detection-benchmark-gtsdb

IEEE-ML-PROJECT-I04

!pip install opendatasets import opendatasets as od

Kaggle dataset link

dataset_link = "https://www.kaggle.com/datasets/safabouguezzi/german-traffic-sign-detection-benchmark-gtsdb"

Download the dataset

od.download(dataset_link) import os

Define the directory where the dataset is downloaded

dataset_dir = "/content/german-traffic-sign-detection-benchmark-gtsdb"

List the contents of the dataset directory

dataset_contents = os.listdir(dataset_dir) print("Contents of the dataset directory:") print(dataset_contents) import os import pandas as pd

Define the directory where the dataset is downloaded

dataset_dir = "/content/german-traffic-sign-detection-benchmark-gtsdb"

Load the dataset with Pandas

annotations_df = pd.read_csv(os.path.join(dataset_dir, 'gt.txt'), sep=';', header=None)

Display first few rows of the DataFrame

print(annotations_df.head())