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General Books

Book

Information-Driven Machine Learning

ISBN : 9783031394768

Author : Gerald Friedland

Publisher : Springer

Year : 2024

Language : English

Type : Book

Description : This groundbreaking book transcends traditional machine learning approaches by introducing information measurement methodologies that revolutionize the field.Stemming from a UC Berkeley seminar on experimental design for machine learning tasks, these techniques aim to overcome the 'black box' approach of machine learning by reducing conjectures such as magic numbers (hyper-parameters) or model-type bias.

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