A Deep Neural Network-inference accelerator is created in hardware. The codes for hardware is written in System Verilog. The hardware module is interfaced with NIOS computer system, thus this hardware acts as a peripheral to the computer system. The driver code to interface the hardware is written in C. Speedup compard to software is 400 times.