This study proposes a broad investigation into the application of advanced ML techniques for anticipating the compressive load-bearing capacity of FRP-confined concrete columns. The methods include the Extremely Randomized Tree (ERT). Random Forest (RF). Gaussian Process Regression (GPR). https://www.chiggate.com/3m-speedglas-9002nc-welding-helmet-fashion/