Approached via non-sequential models such as BNB, SVM, ADB, RF, GBT, LGB with the best accuracy of 63.7% (Obama) and 62.5% (Romney).
Approached via sequential models like LSTM+CNN of 4 hidden layers with dropout (256 nodes/layer maximum) with accuracy of 65.5% (Obama) and 63.6% (Romney).