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MTMEGPS is an R package offering an end-to-end deep-learning workflow for uni-/multi-trait and uni-/multi-environment genomic and phenomic selection in breeding, covering data preparation, hyperparameter optimization, model training, and evaluation, demonstrated on maize genomic data and Eucalyptus NIR spectral data.