splittting_data.py

# Creating dirs train, valid and test and organize data into them
os.chdir('D:\SACHIN\Jupyter\Hand Sign Language\Hand_Sign_Language_DL_Project\American-Sign-Language-Digits-Dataset')

# If dir doesn't exist then make specified dirs
if os.path.isdir('train/0/') is False:
    os.mkdir('train')
    os.mkdir('valid')
    os.mkdir('test')

    for i in range(0, 10):
        # Moving 0-9 dirs into train dir
        shutil.move(f'{i}', 'train')
        os.mkdir(f'valid/{i}')
        os.mkdir(f'test/{i}')

        # Take 90 sample imgs for valid dir
        valid_samples = random.sample(os.listdir(f'train/{i}'), 90)
        for j in valid_samples:
            # Moving the sample imgs from train dir to valid sub-dirs
            shutil.move(f'train/{i}/{j}', f'valid/{i}')

        # Take 10 sample imgs for test dir
        test_samples = random.sample(os.listdir(f'train/{i}'), 10)
        for k in test_samples:
            # Moving the sample imgs from train dir to test sub-dirs
            shutil.move(f'train/{i}/{k}', f'test/{i}')

os.chdir('../..')