In this episode, we'll do a comprehensive overview of the AWS Machine Learning Engineer - Associate exam, known as the MLA-C01. We'll cover the exam's focus on Amazon SageMaker, particularly SageMaker Data Wrangler, Model Registry, and Inference. The article that we looked at emphasized on the importance of understanding general AI/ML concepts, including regression and classification models, overfitting and underfitting, and services like Amazon Bedrock and Amazon Comprehend.