Optimization

Definition

Optimization techniques enhance the performance of machine learning models through methods like hyperparameter tuning or algorithm refinement; this process is essential for achieving desired outcomes while efficiently utilizing resources.

When Optimization is used

Hyperparameter tuning

Which positions need this?

Data Scientists

Problem

Inefficiencies in model performance affecting predictions.

Example of how Optimization is used in AI

A data scientist optimizes a machine learning model by adjusting hyperparameters based on validation performance metrics leading to better predictive accuracy post-deployment.