With the rapid expansion of artificial intelligence (AI) applications, the imperative of ethical governance for AI systems has become a pressing concern. While the broader public is captivated by the implications of AI ethics, many researchers within the AI community remain relatively unfamiliar with this critical domain. This lecture aims at bridging this knowledge gap by presenting recent advancements in the technical solutions for AI governance.