CNN hardware accelerator design and implementation on FPGA. We implemented the squeezenext network targeting high throughput with lower power consumption.my role: 1.dealing with the CNN network software and modifying the network for higher performance.2. developing python scripts for verifying the design and debugging it.3. designing memory for the parameters and input/output memories for each layer targeting higher performance with lower area 4. RTL coding using verilog and developing scripts for generating verilog modules.5.FPGA backend flow using virtex7 vc709 fpga the design is tested on FPGA and worked well