This paper experiments with well known pruning approaches. iterative and one-shot. and presents a new approach to lottery ticket pruning applied to tabular neural networks based on iterative pruning. Our contribution is a standard model for comparison in terms of speed and performance for tabular datasets that often do not get optimized through research. https://fitnessgravesyardes.shop/product-category/pca-mcc/