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The observer design problem for linear discrete multiple delays rectangular singular systems with unknown inputs is discussed. Under a series of equivalent transformation, the problem is transformed into the observer design problem for standard state-space linear discrete systems with multiple delays. In terms of LMI, the sufficient condition for the existence of a full-order observer is derived, and the state and unknown inputs are all estimated very well. A numerical example is provided to show efficiency of the proposed method.