Clustering is important in machine learning and data mining. Deep learning is a growing field. The goal is to improve clustering results using deep learning algorithms. Existing algorithms struggle with high-dimensional data. A new cross breed clustering algorithm is used for high-dimensional data. Various datasets are tested to improve clustering results.