This document provides an overview of the state-of-the-art in Deep Learning (DL), Neural Network (NN) and Machine Learning (ML) frameworks and libraries to be used as building blocks in the DEEP Open Catalogue. The initial state of the catalogue will be built based on the outcome of this document and the initial user community requirements of scientific data analytic and ML/DL tools coming from WP2.