For this project, I will create a simple neural network example in an AWS SageMaker notebook. l use a synthetic dataset to predict whether a customer will make a purchase based on two features:

• Website visit duration
• Number of pages visited.

This is a binary classification problem, and we'll use a small neural network for quick execution.

Step 1: Set Up AWS SageMaker Notebook

• Launch a new SageMaker notebook instance.
• Open a new Jupyter notebook in the instance.
• Choose kernel conda_tensorflow2_p310.