Hyperparameter Optimization Using Scikit-Learn
Tanay Agrawal
Abstract
In the previous chapter, you learned what hyperparameters are and how they affect the performance of an algorithm. Now that you know how important it is to tune hyperparameters, this chapter introduces you to some simple yet powerful uses of algorithms implemented in the scikit-learn library for hyperparameter optimization. Scikit-learn is one of the most widely used open source libraries for machine learning practices. It’s simple to use and really effective in predictive analysis.
Topics & Concepts
HyperparameterComputer scienceMachine learningArtificial intelligenceSimple (philosophy)Hyperparameter optimizationSupport vector machineEpistemologyPhilosophyMachine Learning and Data Classification