This course provides comprehensive, hands-on expertise with the Altera FPGA AI Suite using the end-to-end toolchain for generating AI accelerators targeting specific latency, throughput, and power requirements on Agilex FPGA devices. Custom models using the OpenVINO Model Optimizer and custom extension framework is also explored.