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Mr. Liu is senior hardware engineer of Google chip implementation and integration team since 2016. Previously, he was staff verification engineer and manager at Qualcomm Inc. Mr. Liu has more than 12 years of experience in the ASIC design verification field. He has experience of applying advanced verification methodologies like UVM and formal verification on different types of ASIC designs, including processors, SOCs, baseband chips etc. During last 3 years that Mr. Liu serving for Google, his work is mainly focus on the verification of TPUs and RISC-V processors. Mr. Liu receives his master degree from Tsinghua University, China(2006).