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://mypopes.shop/product-category/television/