This lab explores three approaches to identify a specific feature within an image. Each approach is measured in relation to three metrics: model training time, model accuracy and speed of detection during deployment. On completion of this lab, you will understand the merits of each approach and learn how to detect objects using neural networks trained on NVIDIA DIGITS using real-world datasets. Prerequisites: Basic knowledge of data science and machine learning. This lab utilizes GPU resources in the cloud, you are required to bring your own laptop.