SHANGHAI—Huawei Technologies Co. unveiled two new computing chips aimed at powering artificial-intelligence applications, marking the Chinese telecommunications giant’s first major push into high-end technology dominated by U.S. chip giants.

Huawei’s Ascend line of semiconductors includes a chip that is installed on servers and performs complex AI tasks like programming algorithms, as well as a second chip for more routine functions on smartphones and other devices.

With...