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This article discusses the use of artificial intelligence in geotechnical engineering, specifically in solving complex problems involving multiple fields and phases. The Special Issue focuses on new applications of machine learning methods in planning, design, and construction of geotechnical projects. Topics of interest include slope engineering, underground engineering, and foundation engineering. Manuscripts can be submitted online for peer review and accepted papers will be published continuously in the journal.