In this workshop, you gain hands-on experience in training deep learning neural networks with Amazon SageMaker using GPU-based EC2 P3 instances. Amazon EC2 P3 instances, powered by NVIDIA Tesla V100 GPUs, offer the highest-performing GPU-based instances in the cloud for efficient model training. We discuss and work through building convolution neural networks for solving common computer vision problems. All attendees must bring their own laptop (Windows, macOS, and Linux all supported). Tablets are not appropriate. We also recommend having the current version of Chrome or Firefox installed.