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This volume constitutes the proceedings of the First Asian Conference on Machine Learning, ACML 2009, held in Nanjing, China, in November 2009.§The 27 revised selected papers presented together with 3 invited papers were carefully reviewed and selected from 113 submissions. The papers accepted for presentation thoroughly cover the thematic area of machine learning and related fields.