Regularization Techniques
Meaning ⎊ Mathematical constraints applied to models to discourage excessive complexity and improve generalization to new data.
Convex Optimization
Meaning ⎊ Mathematical framework for minimizing functions where every local minimum is also a global minimum for guaranteed results.
Optimization Surface Mapping
Meaning ⎊ Visualizing the relationship between parameter values and strategy performance to identify stable and robust configurations.
Validation Set
Meaning ⎊ A subset of data used to tune model parameters and provide an unbiased assessment during the development phase.
Model Complexity Penalty
Meaning ⎊ A mathematical penalty applied to models with many parameters to favor simpler, more robust solutions.
