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AI / ML / Personal project

Video Game Hit Predictor

An ensemble model predicting whether games exceed one million sales.

TensorFlowXGBoostSMOTE
Two models combined for game sales predictionDNNXGBoostEnsembleTarget: 1M+ salesGame features
Two models combined for game sales prediction

The problem

Reliable classification with imbalanced sales classes.

The approach

Combined Keras DNN and XGBoost with SMOTE, target encoding and F1-optimized thresholds.

Results and scope

  • Approximately 84–86% test accuracy and 0.90–0.92 AUC-ROC.