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Fundamentals of Data Science Part I: Inference and Experiment

by Jared M. Maruskin
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Current price ₹2,845.00
Original price ₹3,414.00
Original price ₹3,414.00
Original price ₹3,414.00
(-17%)
₹2,845.00
Current price ₹2,845.00

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Book cover type: Paperback
  • ISBN13: 9781941043110
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Cayenne Canyon Press
  • Publisher Imprint: Cayenne Canyon Press
  • Publication Date:
  • Pages: 314
  • Original Price: GBP 21.99
  • Language: English
  • Edition: N/A
  • Item Weight: 440 grams
  • BISAC Subject(s): Probability & Statistics / General

In Part I of this series, we cover basic statistical inference and experimentation, focusing on:

  • basic statistics;
  • derivation and review of key distributions and their relations;
  • hypothesis testing, including an in depth power analysis for the chi-squared statistic;
  • experimentation, including A/B tests, stratification, one- and two-factor experiments, and an introduction to bandit algorithms;
  • maximum likelihood;
  • gradient descent;
  • introduction to survival analysis and stochastic processes, including empirical estimation of online survival and event processes.

The theory is illustrated with simulations in Python throughout the text.

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