WRITE PYTHON CODE**Objective:** The objective of this assignment is to practice data preprocessing techniques for preparing an image dataset for training a Convolutional Neural Network (CNN). You will go through the steps of data collection, splitting, resizing, normalization, and optional data augmentation. **Instructions:** **Data Collection and Organization (5 points):** – Find an image dataset of your choice. It could be a dataset for image classification, object detection, or any other im