Hyperparameter Optimization in Machine Learning
Tanay Agrawal
Broschiertes Buch

Hyperparameter Optimization in Machine Learning

Make Your Machine Learning and Deep Learning Models More Efficient

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Dive into hyperparameter tuning of machine learning models and focus on what hyperparameters are and how they work. This book discusses different techniques of hyperparameters tuning, from the basics to advanced methods.This is a step-by-step guide to hyperparameter optimization, starting with what hyperparameters are and how they affect different aspects of machine learning models. It then goes through some basic (brute force) algorithms of hyperparameter optimization. Further, the author addresses the problem of time and memory constraints, using distributed optimization methods. Next you'll...