Two weight neural network is described in this paper. A new dynamic searching algorithm based on two weight neural network is presented. And then it was applied to recognize the Continuous Speech of Speaker-Independent. The recognition results can be searched dynamically without endpoint detecting and segmenting. Different feature-space covers weree constructed according to different classes of syllables. Some satisfactory recognition results are obtained by experiment.