There has been significant progress in the recent past on the usage of sophisticated machine learning techniques for the tagging of hadronically decaying heavy objects with large-radius jets, and the identification of tau leptons decaying to hadrons. These techniques have revolutionized searches for Supersymmetry at the LHC. This report summarizes the recent searches for Supersymmetry in CMS, using heavy object tagging and tau lepton identification. These results have been obtained using the full LHC Run-2 proton-proton collision data set collected at a center of mass energy of 13 TeV.