Information-driven Machine Learning Data Science As An Engineering Discipline - Gerald Friedland

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Information-driven Machine Learning Data Science As An Engineering Discipline - Gerald Friedland

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Information-driven Machine Learning Data Science As An Engineering Discipline - Gerald Friedland
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Information-driven Machine Learning Data Science As An Engineering Discipline - Gerald Friedland

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. Information-based Machine Learning Enables Data Quality Measurements, A Priori Task Complexity Estimations, And Reproducible Design Of Data Science Experiments.
  • Brand: Unbranded
  • Category: Reference
  • Format: Hardcover
  • Language: English
  • Publication Date: 2023-12-02
  • Publisher / Label: Springer Nature B.V
  • Author: Gerald Friedland
  • Number of Pages: 292
  • Fruugo ID: 469771951-983726856
  • ISBN: 9783031394768
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