Code & study comparing ML (Naive Bayes) & DL (LSTM, Bi-LSTM, Bi-LSTM+Attention, DistilBERT) for MBTI personality prediction. Uses GloVe, SMOTE, & attention. Bi-LSTM+Attention achieves 96% accuracy, 13% loss. For NLP & personality research.