Abstract Circuit design for quantum machine learning remains a formidable challenge. Inspired by the applications of tensor networks across different fields and their novel presence in the classical machine learning context. one proposed method to design variational circuits is to base the circuit architecture on tensor networks. Here. https://thebanyantreers.shop/product-category/serveware/