Kaggle - Mechanisms of Action (MoA) Prediction スコア Version Private LB Public LB CV AUC CV Strategy Fold Seed Execution Time Blend Weight v128 0.01622 0.01840 0.01661682437083058 0.6732857787671046 new 5 4 5898s [0.48228004 0.29394546 0.2237745 ] v131 0.01618 0.01836 0.01512241439772212 0.8415474216651967 old 7 2 5964s average 基本戦略 Preprocessing Remove ctrl_vehicle RankGauss PCA + Existing Features KMeans Basic stats Model Multi head ResNet (tensorflow) TabNet (pytorch) NODE - Neural Oblivious Decision Ensembles (tensorflow) Training Pre-train with scored and non-scored target Train with public test pseudo label Add swap noise for train data Optimizer: Adam/AdamW with weight_decay Loss: BCE with Label smoothing + Logits Prediction Ensemble above with weight optimization 振り返り Kaggle Mechanisms of Action (MoA) Prediction 振り返り