Deep-AI Technologies delivers accelerated and integrated deep-learning training and inference at the network edge for fast, secure, and efficient AI deployments. Our solutions feature breakthrough technology for training at 8-bit fixed-point coupled with high sparsity ratios, to enable deep-learning at a fraction of the cost and power of GPU systems. Deep-AI’s solution runs on off-the-shelf FPGA cards, eliminating the need for GPUs, and provides a 10X gain in performance/power or performance/cost versus a GPU. The FPGA hardware is completely under-the-hood and transparent to the data scientists and the developers designing their AI applications. Standard deep learning frameworks are supported including Tensorflow, PyTorch and Keras.