This work presents the results of radiation shielding calculations using modified point kernel code QAD-CGGP. The modification includes a new approach to neutron buildup factor estimations based on machine learning technique called Support vector regression (SVR). SVR models for common materials are developed and built into development consisted acquiring data be used model, optimizing paramete...