Hyperparameter Tuning

The process of optimizing the values of hyperparameters to improve the performance of a machine learning model.

Hyperparameter Tuning

Areas of application

  • Data Mining
  • Neural Networks
  • Deep Learning
  • Reinforcement Learning
  • Medical Imaging Analysis
  • Predictive Analytics
  • Speech Recognition
  • Natural Language Processing

Example

A data scientist tuning the learning rate and batch size of a neural network to achieve better results on an image classification task.