Abstract:Chip is the foundation of the modern information society. As the world is entering a new era of human-cyber-physical ternary computing, with diverse intelligent applications over trillions of devices, chip with specialized architecture will be heavily demanded in both numbers and types. However, chip design is very costly, which usually requires a long design cycle, complicated process, and high professional developers. Hence, there is a large gap between the need of tremendous chips and the high cost of chip design in the new era. This study proposes Chip Learning, a learning-based method to perform the entire chip design, including logic design, circuit design, and physical design. As an alternate to chip design, Chip Learning aims to remove the barrier of professional knowledge and experiences for effective chip design with a no-human-in-the-loop process in a short time.