Building a CNN model to accurately classify the CIFAR-10 images using the free version of ChatGPT

The premium version of ChatGPT has a code interpreter, but it doesn’t support deep learning libraries such as Keras and TensorFlow, which are required to build ML code. Hence, for this chapter, we will stick to the free version of ChatGPT.

Feature 1: Building the baseline CNN model with a single convolutional layer

Let’s craft our initial prompt for the baseline model.

[Prompt]

I want to create a simple classification model for CIFAR-10 dataset (TAG 1.1) that consists of a single-layer CNN model (PIC 2.2). It should consist of following steps (TAG 1.2) and provide one step at a time, waiting for user feedback (PIC 2.2):

• Preprocessing the image data: Normalize the pixel values and resize the images to a standardized size.
• Model construction: Define the baseline CNN model architecture with a single convolutional layer.

I am a beginner...