BIGS is an integrated genomic selection platform for Brassica napus that combines standardized genomic and phenotypic resources with DeepVAE-based phenotype prediction and model interpretation. The platform supports genomic prediction and candidate locus prioritization, providing a practical resource for rapeseed genetics and breeding.