The five highest ranked parameters by the ML models were mitral E/left atrial reservoir strain, log(NT-proBNP), tricuspid regurgitation velocity, septal E/e', and E/A.<h4>Conclusion</h4>ML can improve classification of LVFP, particularly with a higher feasibility. Here, NPPB is linked to Tricuspid regurgitation.