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Description:
Textbook in PDF format
MEAP Edition â Manning Early Access Program. Version 1
Everything you need to know about statisticsâskillfully illustrated and carefully explained.
Master probability, distributions, and hypothesis testing--and actually enjoy it! In Grokking Statistics, author Thomas Nield delivers explanations, clever graphics, and everyday examples that make statistics approachable, memorable, and fun.
In Grokking Statistics you will discover:
Understanding the shape of data with probability distributions
Connect samples and populations with the central limit theorem
Confidence intervals and hypothesis testing
Machine learning basics including linear and logistic regression
Spot fallacies, p-hacking, and incentive traps
In the real world, most decisions involve uncertainty. Statistical analysis reduces uncertainty by interpreting data, from setting product demand forecasts to predicting customer behaviors. With Grokking Statistics, youâll build a strong foundation in statistical analysis by working through engaging mini projects that put each skill you learn into practice immediately.
About the book
Grokking Statistics takes you on a journey beyond mathematics into the fascinating world of probability, prediction, and âwhat-ifâ reasoning. Youâll learn the basics of statistics from the ground up as you explore tornado data from NOAA, model the perfect cup of coffee, and accurately test whether a potato chip bag is the size it claims. Written to be practical at every step, this book also takes on ethics and real-world pitfalls, so you can apply statistics responsibly. Youâll also learn how to express statistics in straightforward Python code