At this year's XXIII National Conference on Automation of Discrete Processes, held on 23-26 October 2024 in Zakopane, our IT and Automation Manager - Kamil Kasprzyk, presented a paper entitled. "Condition prediction of screw compressors using LSTM networks to support master control systems of industrial compressed air systems". This research was carried out as part of the Implementation Doctorate programme in cooperation between Marani Sp. z o.o. and the Silesian University of Technology.