Sport programming
.NET
Data Mining
C#
Machine learning
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Its going to be an amateur journeyman's adventure, a fight with The Windmill of Overfitting with the only tool the wanderer has — a bigger model (e.g. deep NN, remember, no manual feature engineering!)

It is more common to fight with overfitting by using simpler models, not bigger.
If you increase size of your model, you move from underfitting to overfitting on bias-variance curve.
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