  In this manuscript, we explore the intersection of QML and TN in the context
of the one-dimensional ANNNI model with a transverse field. The study aims to
concretely connect QML and TN by combining them in various stages of algorithm
construction, focusing on phase diagram reconstruction for the ANNNI model,
with supervised and unsupervised techniques. The model's significance lies in
its representation of quantum fluctuations and frustrated exchange
interactions, making it a paradigm for studying magnetic ordering, frustration,
and the presence of a floating phase. It concludes with discussions of the
results, including insights from increased system sizes and considerations for
future work, such as addressing limitations in QCNN and exploring more
realistic implementations of QC.
