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Patterns, Predictions, and Actions

Foundations of Machine Learning

Af: Benjamin Recht & Moritz Hardt
Kategori: Engelske textbooks
Kategori nr.: 9710
Varenr.: 3342006
| Stregkode: 9780691233734
Direkte | Leverandør: Gardners EUR

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Beskrivelse

An authoritative, up-to-date graduate textbook on machine learning that highlights its historical context and societal impactsPatterns, Predictions, and Actions introduces graduate students to the essentials of machine learning while offering invaluable perspective on its history and social implications. Beginning with the foundations of decision making, Moritz Hardt and Benjamin Recht explain how representation, optimization, and generalization are the constituents of supervised learning. They go on to provide self-contained discussions of causality, the practice of causal inference, sequential decision making, and reinforcement learning, equipping readers with the concepts and tools they need to assess the consequences that may arise from acting on statistical decisions. Provides a modern introduction to machine learning, showing how data patterns support predictions and consequential actionsPays special attention to societal impacts and fairness in decision makingTraces the development of machine learning from its origins to todayFeatures a novel chapter on machine learning benchmarks and datasetsInvites readers from all backgrounds, requiring some experience with probability, calculus, and linear algebraAn essential textbook for students and a guide for researchers

Detaljer

  • EAN
    9780691233734
  • Vægt
    732 g
  • Disponent
    Direkte titel
  • Forfatter
    Benjamin Recht, Moritz Hardt
  • Forlag
    Princeton University Press
  • ISBN
    9780691233734
  • Sprog
    Engelsk
  • Sideantal
    320
  • Udgivelsesdato
  • Format
    HARDBACK
  • Themakode
    PBT
  • Kategori
    Engelske textbooks
  • Kategori nr
    9710
  • Lev. varenr.
    1501
  • Højde/Dybde (mm)
    262 mm
  • Bredde (mm)
    184 mm
  • Længde (mm)
    27 mm