Example Python notebook (here) demonstrating timeseries sequence to label prediction using an LSTM recurrent neural net.
Data is from "Accurate occupancy detection of an office room from light, temperature, humidity and CO2 measurements using statistical learning models". Luis M. Candanedo, Veronique Feldheim. Energy and Buildings. Volume 112, 15 January 2016, Pages 28-39. (link)