The Jetson TX1 module is NVIDIA’s latest processor system-on-module for embedded applications, based on the Tegra X1 chip. The Jetson TX1 Developer Kit is a low-cost, feature-rich development kit based on the Jetson TX1 module. BDTI, a technology analysis firm, used the Jetson TX1 Developer Kit to develop a deep-learning-based computer vision application-a camera that recognizes objects-leveraging the popular OpenCV and Caffe software packages. BDTI also implemented a classical computer vision algorithm on the Jetson TX1 kit, leveraging software packages provided by NVIDIA. Based on BDTI’s experience developing the deep-learning-based application and the classical computer vision algorithm, this report presents an independent evaluation of the ease of use of the Jetson TX1 kit for new users. This report is intended for developers and managers interested in an independent perspective on the Jetson TX1 kit. Setting up and using the Jetson TX1 Developer Kit was quick and easy. Within a few days, an engineer with no prior OpenCV or Caffe experience was able to create a real-time implementation of a smart camera application on the Jetson TX1 board, making use of GPU-accelerated versions of OpenCV and Caffe to obtain real-time performance without having to optimize code himself. A computer vision expert was able to quickly further optimize the deep-learning application and was able to leverage NVIDIA libraries and SDKs to quickly implement a classical computer vision algorithm.