Why is data science a branch of science? Is data science just a catchy rebranding of statistics? Data science provides tools for statistical analysis and machine learning. But, as much as application problems without tools are lame, tools without application problems are vain. Through example after example, this book presents the algorithmic aspects of statistics and show how some of the tools are applied to answer questions of interest to finance. This book champions a fundamental principle of science — objective reproducibility of evidence independently by others. From a companion web site, readers can download many easy-to-understand Python programs and real-world data. Independently, readers can draw for themselves the figures in the book. Even so, readers are encouraged to run the statistical tests described as examples to verify their own results against what the book claims. This book covers some topics that are seldom discussed in other textbooks. They include the methods to adjust for dividend payment and stock splits, how to reproduce a stock market index such as Nikkei 225 index, and so on. By running the Python programs provided, readers can verify their results against the data published by free data resources such as Yahoo! finance. Though practical, this book provides detailed proofs of propositions such as why certain estimators are unbiased, how the ubiquitous normal distribution is derived from the first principles, and so on. This see-for-yourself textbook is essential to anyone who intends to learn the nuts and bots of data science, especially in the application domain of finance. Advanced readers may find the book helpful in its mathematical treatment. Practitioners may find some tips from the book on how an ETF is constructed, as well as some insights on a novel algorithmic framework for pair trading to generate statistical arbitrage.

Edited by "New York Times" bestselling author Lori Foster-a heartwarming anthology of all-new stories that celebrate family love.
Families come in many configurations, and every one is unique, made up of the personalities of each member. But the love that connects families is universal. Whether it is the love of parents for their children, the love between a husband and wife, the love between siblings, a love that transcends generations, or even the love for a family member never met, the family ties that bind us are the strongest and deepest emotional connections we experience. Families influence a person's development, how they treat others, and how they view life. In "The Gift of Love," eight exceptional writers offer a variety of unique perspectives on what family love means and how it impacts our lives in ways profound and often surprising.
Includes 8 Original Stories by "New York Times" Bestselling Author Lori Foster and Heidi Betts, Jules Bennett, Ann Christopher, Lisa Cooke, Paige Cuccaro, Gia Dawn, and Helen Kay Dimon.
The authors are donating all of their proceeds from "The Gift of Love "to The Conductive Learning Center of Greater Cincinnati, a charitable organization.