Dive into deep learning fundamentals essential for the AWS AI Practitioner exam. This comprehensive guide covers neural network architecture, transformers, and practical applications from computer vision to generative AI. Learn when to use pre-trained APIs vs custom models, how to optimize GPU costs with spot instances, and master AWS services like SageMaker, Rekognition, and Comprehend. Perfect for developers preparing for certification or implementing deep learning solutions on AWS.