Learn methods of data analysis and their application to real-world data sets This updated second edition serves as an introduction to data mining methods and models, including association rules, clustering, neural networks, logistic regression, and multivariate analysis. The authors apply a unified “white box” approach to data mining methods and models. This approach is designed to walk readers through the operations and nuances of the various methods, using small data sets, so readers can gain an insight into the inner workings of the method under review. Chapters provide readers with hands-on analysis problems, representing an opportunity for readers to apply their newly-acquired data mining expertise to solving real problems using large, real-world data sets. Data Mining and Predictive Analytics: Offers comprehensive coverage of association rules, clustering, neural networks, logistic regression, multivariate analysis, and R statistical programming language Features over 750 chapter exercises, allowing readers to assess their understanding of the new material Provides a detailed case study that brings together the lessons learned in the book Includes access to the companion website, www.dataminingconsultant, with exclusive password-protected instructor content Data Mining and Predictive Analytics will appeal to computer science and statistic students, as well as students in MBA programs, and chief executives.
While there have been other books about Aldrich Ames, Circle of Treason is the first account written by CIA agents who were key members of the CIA team that conducted the intense “Ames Mole Hunt.” Sandra Grimes and Jeanne Vertefeuille were two of the five principals of the CIA team tasked with hunting one of their own and were directly responsible for identifying Ames as the mole, leading to his arrest and conviction. One of the most destructive traitors in American history, CIA officer Aldrich Ames provided information to the Soviet Union that contributed to the deaths of at least ten Soviet intelligence officers who spied for the United States. In this book, the two CIA officers directly responsible for tracking down Ames chronicle their involvement in the hunt for a mole. Considering it their personal mission, Grimes and Vertefeuille dedicated themselves to identifying the traitor responsible for the execution or imprisonment of the Soviet agents with whom they worked. Their efforts eventually led them to a long-time acquaintance and coworker in the CIA’s Soviet-East European division and Counterintelligence Center, Aldrich Ames. Not only is this the first book to be written by the CIA principals involved, but it is also the first to provide details of the operational contact with the agents Ames betrayed. The book covers the political aftermath of Ames’s arrest, including the Congressional wrath for not identifying him sooner, the FBI/CIA debriefings following Ames’s plea bargain, and a retrospective of Ames the person and Ames the spy. It is also the compelling story of two female agents, who overcame gender barriers and succeeded in bringing Ames to justice in a historically male-oriented organization. Now retired from the CIA, Grimes and Vertefeuille are finally able to tell this inside story of the CIA’s most notorious traitor and the men he betrayed.
The system design interview is considered to be the most complex and most difficult technical job interview by many. Those questions are intimidating, but don't worry. It's just that nobody has taken the time to prepare you systematically. We take the time. We go slow. We draw lots of diagrams and use lots of examples. You'll learn step-by-step, one question at a time.Don't miss out.What's inside?- An insider's take on what interviewers really look for and why.- A 4-step framework for solving any system design interview question.- 16 real system design interview questions with detailed solutions.- 188 diagrams to visually explain how different systems work.
A photojournalist documents a young woman’s journey as joins a New Jersey convent to become a nun. The sudden revelation of a powerful religious calling was an entirely unexpected event in the life of a college student named Lauren. But when it became clear to her that she had a spiritual vocation, she made the exceptional decision to dedicate her life to God. Drawing upon many visits to the cloistered religious community of Dominican nuns in Summit, New Jersey, photographer Toni Greaves has created a luminous body of work that follows the transformative journey by which Lauren became Sister Maria Teresa of the Sacred Heart. These meditative photographs capture the radical joy of a life dedicated unequivocally to love. “Toni Greaves’s luminous images marry the quotidian with the divine in all sorts of ways: a young novice dribbles a basketball in full habit; a jar of Vick’s VapoRub nestles a bottle of holy water; a group portrait of all 19 sisters, whose ages range from 25 to 90, includes Sabina, the golden retriever, splayed flat on the floor.” —New York Times
Inside Nudging is written for management professionals and scientists to feed their thinking and discussions about implementing behavioral science initiatives (which includes behavioral economics and finance) in business settings. Situations include the incubation of innovation centers, behavioral science overlay capabilities, and advancement of existing organizations. Companies need to develop grit - the ability and fortitude to succeed. The book introduces the Behavioral GRITTM framework and covers key takeaways in leading an organization that implements behavioral science. Behavioral GRITTM stands for the business functions related to Goals, Research, Innovation, and Testing. The chapters are complemented by an appendix which covers ideas to introduce behavioral science initiatives. I argue that first a company needs to identify its goals and identify what type of predominant organization model it wants to pursue. There are five predominant organizational models I've seen. I also offer that a company should consider a number of implementation elements that may play a role during execution. Example elements include an advisory board and a behavioral science officer. Note that the purpose of this book is not to teach people about behavioral science; there are many other books out there for those purposes. That said, Inside Nudging introduces some behavioral science concepts to provide context and help develop a common language between management professionals and scientists. I see the application of behavioral science as still being in the early adoption phase. Many companies will benefit if they take time to develop the right approach. I hope Inside Nudging helps you with your journey. Stephen Shu Praise for Inside Nudging - More at www.InsideNudging.com "Steve Shu's thoughtful and very readable book Inside Nudging provides a unique opportunity to understand how the research from behavioral science can be best exploited by business. While many popular books on behavioral science make a strong case for the value of the research, none have addressed how to exploit it in such a helpful and practical manner. A rarely mentioned secret brought into full view here is the fact that using behavioral science effectively is not so straightforward. Written specifically for business people and consultants Steve Shu shares his wide experience of consulting to explain the challenges and pitfalls of translating the ideas and findings of academic research into actionable solutions for real business problems. This book shows you how by giving examples of how real consultancy projects were shaped to deliver valuable results for working businesses. Inside Nudging acts as an intelligent interface between the ideas of the nerds in academia and the needs of real business people and offers tremendous potential for any business that needs to understand how people respond to their actions." - Peter Ayton, Professor, Associate Dean of Research and Deputy Dean, Social Sciences, City University London "Steve Shu has written an excellent book for companies looking to get started with behavioral economics. Through his use of case studies and actionable takeaways, he does a great job showing how decades of research can be combined with other business elements to accomplish amazing results. Inside Nudging is like an executive guidebook for practitioners." - Dilip Soman, Professor and Corus Chair in Communications Strategy, Co-Director, Behavioural Economics in Action at Rotman (BEAR), Rotman School of Management, University of Toronto; Author of The Last Mile "This may be a CEO or manager's first glimpse into how they can utilize behavioral science initiatives within their own company or life." - Jenna Gould, San Francisco Book Review
The Consulting Apprenticeship is written for business professionals and consultants with a focus on nuances passed on during apprenticeship regarding consulting delivery. Business professionals can benefit with a jump-start approach to applying consulting principles to their business. Designed for the busy professional, The Consulting Apprenticeship is a book of forty, quick-read ideas. These forty, short chapters are divided into four sections: Consulting Mindset - This section covers consulting ways of thinking and can be adopted by both company personnel and consultants. Consulting Techniques - This section covers specific tactics and toolkit methods when using consultative approaches in the trenches as either a company- or consulting firm-practitioner. Consulting Mastery - This section covers advanced perspectives on consulting and may be more useful to either company personnel evaluating consultants or mid- to senior-level consultants. Consulting Special Situations - Whereas the prior sections are applicable to a wide variety of situations, this section covers more infrequent, specific business situations involving consultative approaches in the trenches as either a company- or consulting firm-practitioner. Each chapter of the book concludes with an optional, takeaway exercise. The exercises vary widely in terms of level of involvement. For example, in some cases you can refer to online material. In other cases, you can engage in deeper thinking or apply the concepts over an extended period of time. However you choose to use this book, consulting mastery is a lifelong pursuit. I hope this book helps you with your journey. Stephen Shu Praise for The Consulting Apprenticeship "When one of the companies I worked for needed help taking its consulting organization to the next level, I hired Steve Shu. His ability to drive our management team - all with different opinions on what we should or should not do - to a 'so-what' conclusion and pragmatic next steps gave us the jump start we needed. He is one of the best and deeply understands how consulting organizations should work. His book provides great techniques as well as tools you can use immediately." - Prakash Panjwani, CEO at WatchGuard Technologies, former President and CEO of SafeNet "Steve Shu has put together a comprehensive guide to the all-important nuts and bolts of being a great consultant. The information in Chapter 21, 'Eight Secret Weapons of the Modern Consultant, ' is worth the price of the book. If you're serious about being a more effective consultant, read this book." - Michael McLaughlin, Author of Winning the Professional Services Sale and Principal Consultant at MindShare Consulting LLC; former Partner at Deloitte "Steve Shu has written a hands-on, highly practical guide for new management consultants and internal corporate business strategists alike. So many projects fail because they do not practice the basic consulting project management hygiene Steve describes in chapter 11. If you are new to the trade and want to greatly increase your chance of delivering successful consulting projects, read this book." - Robert Reppa, Vice President Strategy at Johnson Controls and former Partner at Booz & Company "Steve Shu has written a Rosetta Stone for both new and experienced consultants. Filled with forty power-packed ideas and practical chapter takeaways, Consulting Apprenticeship is structured for busy executives to easily digest each concept. A must read for those who seek to go beyond the shallow bromides of the consulting profession, and hone their skills with deeper, more meaningful approaches." - Adrian C. Ott, Award-winning author of The 24-Hour Customer, and CEO, Exponential Edge Inc, called "One of Silicon Valley's most respected strategists" by Consulting Magazine"
Extreme weather and climate events, interacting with exposed and vulnerable human and natural systems, can lead to disasters. This Special Report explores the social as well as physical dimensions of weather- and climate-related disasters, considering opportunities for managing risks at local to international scales. SREX was approved and accepted by the Intergovernmental Panel on Climate Change (IPCC) on 18 November 2011 in Kampala, Uganda.
The System Design Interview, by Lewis C. Lin and Shivam P. Patel, is a comprehensive book that provides the necessary knowledge, concepts, and skills to pass your system design interview.It's written by industry professionals from Facebook & Google. Get their insider perspective on the proven, practical techniques for answering system design questions like Design YouTube or Design a TinyURL solution.Unlike others, this book teaches you exactly what you need to know.FEATURING THE PEDALS METHOD?, THE BEST FRAMEWORK FOR SYSTEM DESIGN QUESTIONSThe book revolves around an effective six-step process called PEDALS:- Process Requirements- Estimate- Design the Service- Articulate the Data Model- List the Architectural Components- ScalePEDALS demystifies the confusing system design interview by breaking it down into manageable steps. It's almost like a recipe: each step adds to the next. PEDALS helps you make a clear progression that starts from zero and ends with a functional, scalable system.The book explains how you can use PEDALS as a blueprint for acing the system design interview.The book also includes detailed examples of how you can use PEDALS for the most popular system design questions, including:- Design YouTube- Design Twitter- Design AutoSuggest- Design a TinyURL solutionALSO COVERED IN THE BOOK-What to expect and what interviewers look for in an ideal answer- How to estimate server, storage, and bandwidth needs- How to design data models and navigate discussions around SQL vs. NoSQL- How to draw architecture diagrams- How to build a basic cloud architecture- How to scale a cloud architecture for millions of users- Learn the best system strategies to reduce latency, improve efficiency, and maintain security- Review of technical concepts including CAP Theorem, Hadoop, and Microservices
Call me naïve, but when I was a girl-watching James Bond and devouring Harriet the Spy-all I wanted was to grow up to be a spy. Unlike most kids, I didn't lose my secret-agent aspirations. So as a bright-eyed, idealistic college grad, I sent my resume to the CIA. Getting in was a story in itself. I peed in more cups than you could imagine, and was nearly condemned as a sexual deviant by the staff psychologist. My roommates were getting freaked out by government investigators lurking around, asking questions about my past. Finally, the CIA was training me to crash cars into barriers at 60 mph. Jump out of airplanes with cargo attached to my body. Survive interrogation, travel in alias, lose a tail. One thing they didn't teach us was how to date a guy while lying to him about what you do for a living. That I had to figure out for myself. Then I was posted overseas. And that's when the real fun began.
