Postpartum depression (PPD) represents a significant mental health concern that affects the relationship between mothers and their infants worldwide, including in Indonesia. Specifically, in Banjarmasin Indonesia, it has been reported that about 43% of postpartum mothers are diagnosed with the symptoms which become a consideration scenario for scientific study. It has been noted that health institutions in Banjarmasin, Indonesia, are deficient in an effective detection tool, primarily due to the expensive, time-intensive, and insufficient nature of existing methods. The conventional screening approach, which relies on questionnaire instruments, fails to yield a meaningful dataset of PPD that can be analyzed scientifically and accurately. A purposive sampling method was applied, yielding a sample of 317 respondents from healthcare institutions in Banjarmasin City. A hybrid resampling technique combining Bootstrapping and the Synthetic Minority Oversampling Technique (SMOTE) was implemen.....

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