Core Deep Learning (CDL) from ASIC Design Services is a scalable and flexible Convolutional Neural Network (CNN) solution for FPGAs. CDL accelerates a wide range of layers typically associated with CNNs . The configurable nature, small real-estate, and low-power properties of FPGAs allow for computationally expensive CNNs to be moved to the node. CDL is the product of a scalable framework that offers the opportunity to stipulate the desired performance, platform specifications, and resource constraints for an application and platform-specific optimized solution.