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{ "item_title" : "Fundamentals of Data Science Part I", "item_author" : [" Jared M. Maruskin "], "item_description" : "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.", "item_img_path" : "https://covers3.booksamillion.com/covers/bam/1/94/104/311/1941043119_b.jpg", "price_data" : { "retail_price" : "29.95", "online_price" : "29.95", "our_price" : "29.95", "club_price" : "29.95", "savings_pct" : "0", "savings_amt" : "0.00", "club_savings_pct" : "0", "club_savings_amt" : "0.00", "discount_pct" : "10", "store_price" : "" } }
Fundamentals of Data Science Part I|Jared M. Maruskin

Fundamentals of Data Science Part I : Inference and Experiment

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Overview

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.

This item is Non-Returnable

Details

  • ISBN-13: 9781941043110
  • ISBN-10: 1941043119
  • Publisher: Cayenne Canyon Press
  • Publish Date: April 2021
  • Dimensions: 9.21 x 6.14 x 0.66 inches
  • Shipping Weight: 0.97 pounds
  • Page Count: 314

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