Accurate estimation of prestress losses is a critical aspect of the design of prestressed structural elements. Ultra-high performance concrete (UHPC) exhibits distinct creep and shrinkage behaviors, but a review of the literature revealed a lack of data and a limited set of predictive models for creep and shrinkage behaviors of UHPC-class materials. To address this gap, this study collected data, developed new equations, and proposed data-driven models to predict creep and shrinkage behaviors of UHPC-class materials. The predictive models adjust the ultimate creep and shrinkage of UHPCs based on compressive strength, age, and maturity of the material at loading. Results were compared to measured creep and shrinkage of a suite of commercially available UHPC-class materials. The main objectives of this research were as follow: (1) develop data-driven models to predict ultimate creep coefficients and shrinkage strains of UHPC-class materials for different service conditions; (2) examine the current AASHTO LRFD equations for creep and shrinkage of conventional concrete and determine the applicability of parameters in the equations for UHPC-class materials; (3) compare the predictive models with measured data, AASHTO LRFD equations, and existing European recommendations for UHPC-class materials; and (4) examine the applicability of the proposed loss model by comparing the predictions to the behaviors of seven full-scale pretensioned UHPC girders.