The district heating (DH) industry is facing an important transformation towards more efficient networks that utilise significantly lower water temperatures to distribute the heat. This change requires taking advantage of new technologies, and Machine Learning (ML) a popular direction. In last decade, we have witnessed extreme growth in number published research papers focus on applying ML tech...