This book presents some of the most important modeling and prediction techniques, along with relevant applications. Topics include linear regression, classification, resampling methods, shrinkage approaches, tree- based methods, support vector machines, clustering, and more. Color graphics and real-world examples are used to illustrate the methods presented. Since the goal of this textbook is to facilitate the use of these statistical learning techniques by practitioners in science, industry, and other fields, each chapter contains a tutorial on implementing the analyses and methods presented in R, an extremely popular open source statistical software platform. Two of the authors co-wrote The Elements of Statistical Learning (Hastie, Tibshirani and Friedman, 2nd edition 2009), a popular reference book for statistics and machine learning researchers. An Introduction to Statistical Learning covers many of the same topics, but at a level accessible to a much broader audience. This book is targeted at statisticians and non-statisticians alike who wish to use cutting-edge statistical learning techniques to analyze their data. The text assumes only a previous course in linear regression and no knowledge of matrix algebra.

    In How to Stay Sane, she has taken these principles and applied them to self-help. Using ideas from neuroscience and sound psychological theory, she shows us how to better understand ourselves. Her idea is that if we know how our minds form and develop, we are less at the mercy of unknown unconscious processes. In this way, we can learn to be the master of our feelings and not their slave.This is a smart, pithy, readable book that everyone with even a passing interest in their psychological health will find useful.

    In The Master Algorithm, Pedro Domingos lifts the veil to give us a peek inside the learning machines that power Google, Amazon, and your smartphone. He assembles a blueprint for the future universal learner--the Master Algorithm--and discusses what it will mean for business, science, and society. If data-ism is today's philosophy, this book is its bible.

    We will soon be able to meet and exceed the basic needs of every man, woman and child on the planet. Abundance for all is within our grasp. This bold, contrarian view, backed up by exhaustive research, introduces our near-term future, where exponentially growing technologies and three other powerful forces are conspiring to better the lives of billions. An antidote to pessimism by tech entrepreneur turned philanthropist, Peter H. Diamandis and award-winning science writer Steven Kotler. Since the dawn of humanity, a privileged few have lived in stark contrast to the hardscrabble majority. Conventional wisdom says this gap cannot be closed. But it is closing—fast. The authors document how four forces—exponential technologies, the DIY innovator, the Technophilanthropist, and the Rising Billion—are conspiring to solve our biggest problems. Abundance establishes hard targets for change and lays out a strategic roadmap for governments, industry and entrepreneurs, giving us plenty of reason for optimism.Examining human need by category—water, food, energy, healthcare, education, freedom—Diamandis and Kotler introduce dozens of innovators making great strides in each area: Larry Page, Steven Hawking, Dean Kamen, Daniel Kahneman, Elon Musk, Bill Joy, Stewart Brand, Jeff Skoll, Ray Kurzweil, Ratan Tata, Craig Venter, among many, many others.

    What is going on? Anatomy of an Epidemic challenges readers to think through that question themselves. First, Whitaker investigates what is known today about the biological causes of mental disorders. Do psychiatric medications fix “chemical imbalances” in the brain, or do they, in fact, create them? Researchers spent decades studying that question, and by the late 1980s, they had their answer. Readers will be startled—and dismayed—to discover what was reported in the scientific journals. Then comes the scientific query at the heart of this book: During the past fifty years, when investigators looked at how psychiatric drugs affected long-term outcomes, what did they find? Did they discover that the drugs help people stay well? Function better? Enjoy good physical health? Or did they find that these medications, for some paradoxical reason, increase the likelihood that people will become chronically ill, less able to function well, more prone to physical illness?  This is the first book to look at the merits of psychiatric medications through the prism of long-term results. Are long-term recovery rates higher for medicated or unmedicated schizophrenia patients? Does taking an antidepressant decrease or increase the risk that a depressed person will become disabled by the disorder? Do bipolar patients fare better today than they did forty years ago, or much worse? When the National Institute of Mental Health (NIMH) studied the long-term outcomes of children with ADHD, did they determine that stimulants provide any benefit?  By the end of this review of the outcomes literature, readers are certain to have a haunting question of their own: Why have the results from these long-term studies—all of which point to the same startling conclusion—been kept from the public?  In this compelling history, Whitaker also tells the personal stories of children and adults swept up in this epidemic. Finally, he reports on innovative programs of psychiatric care in Europe and the United States that are producing good long-term outcomes. Our nation has been hit by an epidemic of disabling mental illness, and yet, as Anatomy of an Epidemic reveals, the medical blueprints for curbing that epidemic have already been drawn up.

    With a perspective that is scientific, investigative, and personal, Jennifer L. Eberhardt offers a reasoned look into the effects of implicit racial bias, ranging from the subtle to the dramatic. Racial bias can lead to disparities in education, employment, housing, and the criminal justice system--and then those very disparities further reinforce the problem. In Biased, Eberhardt reveals how even when we are not aware of bias and genuinely wish to treat all people equally, ingrained stereotypes infect our visual perception, attention, memory, and behavior.Eberhardt's extensive work as a consultant to law enforcement, as well as a researcher with unprecedented access to data, including footage from police officers' body-worn cameras, informs every aspect of her book and makes it much more than a work of social psychology. Her research occurs not just in the laboratory but in police departments, courtrooms, prisons, boardrooms, and on the street. Interviews are interwoven with memories and stories from Eberhardt's own life and family. She offers practical suggestions for reform, and takes the reader behind the scenes to police departments implementing her suggestions. Refusing to shy away from the tragic consequences of prejudice, Eberhardt addresses how racial bias is not the fault of, or restricted to, a few "bad apples" in police departments or other institutions. We can see evidence of bias at all levels of society in media, education, and business practices. In Biased, Eberhardt reminds us that racial bias is a human problem--one all people can play a role in solving.

    What’s on your list? What’s holding you back from getting started? Are you worried about the time and effort it takes to acquire new skills—time you don’t have and effort you can’t spare? Research suggests it takes 10,000 hours to develop a new skill. In this nonstop world when will you ever find that much time and energy? To make matters worse, the early hours of prac­ticing something new are always the most frustrating. That’s why it’s difficult to learn how to speak a new language, play an instrument, hit a golf ball, or shoot great photos. It’s so much easier to watch TV or surf the web . . . In The First 20 Hours, Josh Kaufman offers a systematic approach to rapid skill acquisition— how to learn any new skill as quickly as possible. His method shows you how to deconstruct com­plex skills, maximize productive practice, and remove common learning barriers. By complet­ing just 20 hours of focused, deliberate practice you’ll go from knowing absolutely nothing to performing noticeably well. Kaufman personally field-tested the meth­ods in this book. You’ll have a front row seat as he develops a personal yoga practice, writes his own web-based computer programs, teaches himself to touch type on a nonstandard key­board, explores the oldest and most complex board game in history, picks up the ukulele, and learns how to windsurf. Here are a few of the sim­ple techniques he teaches:Define your target performance level: Fig­ure out what your desired level of skill looks like, what you’re trying to achieve, and what you’ll be able to do when you’re done. The more specific, the better.Deconstruct the skill: Most of the things we think of as skills are actually bundles of smaller subskills. If you break down the subcompo­nents, it’s easier to figure out which ones are most important and practice those first.Eliminate barriers to practice: Removing common distractions and unnecessary effort makes it much easier to sit down and focus on deliberate practice.Create fast feedback loops: Getting accu­rate, real-time information about how well you’re performing during practice makes it much easier to improve.Whether you want to paint a portrait, launch a start-up, fly an airplane, or juggle flaming chain­saws, The First 20 Hours will help you pick up the basics of any skill in record time . . . and have more fun along the way.

    Dozens of examples in innumeracy show us how it affects not only personal economics and travel plans, but explains mis-chosen mates, inappropriate drug-testing, and the allure of pseudo-science.

    In Maximum Achievement, he gives you a powerful, proven system -- based on twenty-five years of research and practice -- that you can apply immediately to get better results in every area of your life.You learn ideas, concepts, and methods used by high-achieving people in every field everywhere. You learn how to unlock your individual potential for personal greatness. You will immediately become more positive, persuasive, and powerfully focused in everything you do. Many of the more than one million graduates of the seminar program upon which this book is based have dramatically increased their income and improved their lives in every respect.The step-by-step blueprint for success and achievement presented in these pages includes proven principles drawn from psychology, religion, philosophy, business, economics, politics, history, and metaphysics. These ideas are combined in a fast-moving, informative series of steps that will lead you to greater success than you ever imagined possible -- they can raise your self-esteem, improve personal performance, and give you complete control over every aspect of your personal and professional life.

    In a book of unprecedented scope, McGilchrist draws on a vast body of recent brain research, illustrated with case histories, to reveal that the difference is profound—not just this or that function, but two whole, coherent, but incompatible ways of experiencing the world. The left hemisphere is detail oriented, prefers mechanisms to living things & is inclined to self-interest. The right hemisphere has greater breadth, flexibility & generosity. This division helps explain the origins of music & language, & casts new light on the history of philosophy, as well as on some mental illnesses. The 2nd part of the book takes a journey thru the history of Western culture, illustrating the tension between these two worlds as revealed in the thought & belief of thinkers & artists, from Aeschylus to Magritte. He argues that, despite its inferior grasp of reality, the left hemisphere is increasingly taking precedence in the modern world, with potentially disastrous consequences.List of IllustrationsAcknowledgmentsIntroductionAsymmetry and the brain --What do the two hemispheres 'do'? --Language, truth and music --The nature of the two worlds --The primacy of the right hemisphere --The triumph of the left hemisphere --Imitation and the evolution of culture --The ancient world --The Renaissance and the Reformation --The Enlightenment --Romanticism and the Industrial Revolution --The modern and post-modern worldsConclusionNotes BibliographyIndex

    In his widely praised book, award-winning psychologist Jonathan Haidt examines the world’s philosophical wisdom through the lens of psychological science, showing how a deeper understanding of enduring maxims-like Do unto others as you would have others do unto you, or What doesn’t kill you makes you stronger-can enrich and even transform our lives.

    It has not been by shaping the opinions or directing the actions of the holders of power that modern intellectuals have most influenced the course of events, but by shaping public opinion in ways that affect the actions of power holders in democratic societies, whether or not those power holders accept the general vision or the particular policies favored by intellectuals. Even government leaders with disdain or contempt for intellectuals have had to bend to the climate of opinion shaped by those intellectuals.Intellectuals and Society not only examines the track record of intellectuals in the things they have advocated but also analyzes the incentives and constraints under which their views and visions have emerged. One of the most surprising aspects of this study is how often intellectuals have been proved not only wrong, but grossly and disastrously wrong in their prescriptions for the ills of society—and how little their views have changed in response to empirical evidence of the disasters entailed by those views.

    Though referenced like a work of research, Brizedine's writing style is fully accessible. Brizendine provides a fascinating look at the life cycle of the female brain from birth ("baby girls will connect emotionally in ways that baby boys don't") to birthing ("Motherhood changes you because it literally alters a woman's brain-structurally, functionally, and in many ways, irreversibly") to menopause (when "the female brain is nowhere near ready to retire") and beyond. At the same time, Brizedine is not above reviewing the basics: "We may think we're a lot more sophisticated than Fred or Wilma Flintstone, but our basic mental outlook and equipment are the same." While this book will be of interest to anyone who wonders why men and women are so different, it will be particularly useful for women and parents of girls.

    Cheese is a metaphor for what you want to have in life, for example a good job, a loving relationship, money or possessions, health or spiritual peace of mind. The maze is where you look for what you want, perhaps the organisation you work in, or the family or community you live in. The problem is that the cheese keeps moving.In the story, the characters are faced with unexpected change in their search for the cheese. One of them eventually deals with change successfully and writes what he has learned on the maze walls for you to discover.

    Spanning fifty books and hundreds of ideas, 50 Psychology Classics examines some of the most intriguing questions regarding cognitive development and behavioral motivations, summarizing the myriad theories that psychologists have put forth to make sense of the human experience. Butler-Bowdon covers everything from humanism to psychoanalysis to the fundamental principles where theorists disagree, like nature versus nurture and the existence of free will. In this single book, you will find Carl Jung, Sigmund Freud, Alfred Kinsey, and the most significant contributors to modern psychological thought. From the author of the bestselling 50 Self-Help Classics, 50 Success Classics, and 50 Spiritual Classics, 50 Psychology Classics will enrich your understanding of the human condition.Includes:1. Alfred Adler "Understanding Human Nature" (1927)2. Gavin Becker "The Gift of Fear" (1997)3. Eric Berne "Games People Play" (1964)4. Edward de Bono "Lateral Thinking" (1970)5. Robert Bolton "People Skills" (1979)6. Nathaniel Branden "The Psychology of Self-Esteem" (1969)7. Isabel Briggs Myers "Gifts Differing: Understanding Personality Type" (1980)8. Louann Brizendine "The Female Brain" (2006)9. David D Burns "Feeling Good: The New Mood Therapy" (1980)10. Robert Cialdini "Influence: The Psychology of Persuasion" (1984)11. Mihaly Csikszentmihalyi "Creativity" (1997)12. Albert Ellis & Robert Harper (1961) "A Guide To Rational Living" (1961)13. Milton Erickson "My Voice Will Go With You" (1982) by Sidney Rosen14. Eric Erikson "Young Man Luther" (1958)15. Hans Eysenck "Dimensions of Personality" (1947)16. Susan Forward "Emotional Blackmail" (1997)17. Viktor Frankl "The Will to Meaning" (1969)18. Anna Freud "The Ego and the Mechanisms of Defense" (1936)19. Sigmund Freud "The Interpretation of Dreams" (1901)20. Howard Gardner "Frames of Mind: The Theory of Multiple Intelligences" (1983)21. Daniel Gilbert "Stumbling on Happiness" (2006)22. Malcolm Gladwell "Blink: The Power of Thinking Without Thinking" (2005)23. Daniel Goleman "Emotional Intelligence at Work" (1998)24. John M Gottman "The Seven Principles for Making Marriage Work" (1999)25. Harry Harlow "The Nature of Love" (1958)26. Thomas A Harris "I'm OK - You're OK" (1967)27. Eric Hoffer "The True Believer: Thoughts on the Nature of Mass Movements" (1951)28. Karen Horney "Our Inner Conflicts" (1945)29. William James "Principles of Psychology" (1890)30. Carl Jung "The Archetypes and the Collective Unconscious" (1953)31. Alfred Kinsey "Sexual Behavior in the Human Female" (1953)32. Melanie Klein "Envy and Gratitude" (1975)33. RD Laing "The Divided Self" (1959)34. Abraham Maslow "The Farther Reaches of Human Nature" (1970)35. Stanley Milgram "Obedience To Authority" (1974)36. Anne Moir & David Jessel "Brainsex: The Real Difference Between Men and Women" (1989)37. IP Pavlov "Conditioned Reflexes" (1927)38. Fritz Perls "Gestalt Therapy: Excitement and Growth in the Human Personality" (1951)39. Jean Piaget "The Language and Thought of the Child" (1966)40. Steven Pinker "The Blank Slate: The Modern Denial of Human Nature" (2002)41. VS Ramachandran "Phantoms in the Brain" (1998)42. Carl Rogers "On Becoming a Person" (1961)43. Oliver Sacks "The Man Who Mistook His Wife for a Hat" (1970)44. Barry Schwartz "The Paradox of Choice: Why More is Less" (2004)45. Martin Seligman "Authentic Happiness" (2002)46. Gail Sheehy "Passages: Predictable Crises of Adult Life" (1974)47. BF Skinner "Beyond Freedom & Dignity" (1953)48. Douglas Stone, Bruce Patton & Sheila Heen "Difficult Conversations" (2000)49. William Styron "Darkness Visible" (1990)50. Robert E Thayer "The Origin of Everyday Moods" (1996)