Information Theory, Inference and Learning Algorithms


David J.C. MacKay - 2002
    These topics lie at the heart of many exciting areas of contemporary science and engineering - communication, signal processing, data mining, machine learning, pattern recognition, computational neuroscience, bioinformatics, and cryptography. This textbook introduces theory in tandem with applications. Information theory is taught alongside practical communication systems, such as arithmetic coding for data compression and sparse-graph codes for error-correction. A toolbox of inference techniques, including message-passing algorithms, Monte Carlo methods, and variational approximations, are developed alongside applications of these tools to clustering, convolutional codes, independent component analysis, and neural networks. The final part of the book describes the state of the art in error-correcting codes, including low-density parity-check codes, turbo codes, and digital fountain codes -- the twenty-first century standards for satellite communications, disk drives, and data broadcast. Richly illustrated, filled with worked examples and over 400 exercises, some with detailed solutions, David MacKay's groundbreaking book is ideal for self-learning and for undergraduate or graduate courses. Interludes on crosswords, evolution, and sex provide entertainment along the way. In sum, this is a textbook on information, communication, and coding for a new generation of students, and an unparalleled entry point into these subjects for professionals in areas as diverse as computational biology, financial engineering, and machine learning.

Researching Lived Experience: Human Science for an Action Sensitive Pedagogy


Max Van Manen - 1990
    Rather than relying on abstract generalizations and theories, van Manen offers an alternative that taps the unique nature of each human situation.The book offers detailed methodological explications and practical examples of hermeneutic-phenomenological inquiry. It shows how to orient oneself to human experience in education and how to construct a textual question which evokes a fundamental sense of wonder, and it provides a broad and systematic set of approaches for gaining experiential material that forms the basis for textual reflections.Van Manen also discusses the part played by language in educational research, and the importance of pursuing human science research critically as a semiotic writing practice. He focuses on the methodological function of anecdotal narrative in human science research, and offers methods for structuring the research text in relation to the particular kinds of questions being studied. Finally, van Manen argues that the choice of research method is itself a pedagogic commitment and that it shows how one stands in life as an educator.

Artificial Intelligence: Structures and Strategies for Complex Problem Solving


George F. Luger - 1997
    It is suitable for a one or two semester university course on AI, as well as for researchers in the field.

Dissecting The Hack: The F0rb1dd3n Network


Jayson E. Street - 2009
    One half massive case study, one half technical manual, Dissecting the Hack has it all - learn all about hacking tools and techniques and how to defend your network against threats. Yes, the security threats are real - read more about the tactics that you see executed throughout the story in the second half of the book where you will learn to recon, scan, explore, exploit and expunge with the tools and techniques shown in the story. Every hack is real and can be used by you once you have the knowledge within this book! Utilizes actual hacking and security tools in its story- helps to familiarize a newbie with the many devices and their codeIntroduces basic hacking techniques in real life context for ease of learningPresented in the words of the hacker/security pro, effortlessly envelops the beginner in the language of the hack

The Ethical Algorithm: The Science of Socially Aware Algorithm Design


Michael Kearns - 2019
    Algorithms have made our lives more efficient, more entertaining, and, sometimes, better informed. At the same time, complex algorithms are increasingly violating the basic rights of individual citizens. Allegedly anonymized datasets routinely leak our most sensitive personal information; statistical models for everything from mortgages to college admissions reflect racial and gender bias. Meanwhile, users manipulate algorithms to "game" search engines, spam filters, online reviewing services, and navigation apps.Understanding and improving the science behind the algorithms that run our lives is rapidly becoming one of the most pressing issues of this century. Traditional fixes, such as laws, regulations and watchdog groups, have proven woefully inadequate. Reporting from the cutting edge of scientific research, The Ethical Algorithm offers a new approach: a set of principled solutions based on the emerging and exciting science of socially aware algorithm design. Michael Kearns and Aaron Roth explain how we can better embed human principles into machine code - without halting the advance of data-driven scientific exploration. Weaving together innovative research with stories of citizens, scientists, and activists on the front lines, The Ethical Algorithm offers a compelling vision for a future, one in which we can better protect humans from the unintended impacts of algorithms while continuing to inspire wondrous advances in technology.

The Extreme Self


Shumon Basar - 2021
    It’s about the re-making of your interior world as the exterior world becomes more unfamiliar and uncertain.The sudden arrival of the pandemic pushed the world faster and further into the 21st century. Now, life is dictated by two forces you can’t see: data and the virus. Are you really built for so much change so quickly?Basar/Coupland/Obrist’s prequel, The Age of Earthquakes: A Guide to the Extreme Present, became an instant cult classic. It’s been described as, “a mediation on the madness of our media,” and, “an abstract representation of how we feel about our digital world.”Like that book, The Extreme Self collapses comedy and calamity at the speed of swipe. Dazzling images are sourced from over 70 of the world’s foremost artists, photographers, technologists and musicians, while Daly & Lyon’s kinetic design elevates the language of memes into a manifesto. Over fourteen timely chapters, The Extreme Self tours through fame and intimacy, post-work and new crowds, identity crisis and eternity. This is an eye-opening, provocative portrait of what’s really happening to YOU.

Numsense! Data Science for the Layman: No Math Added


Annalyn Ng - 2017
    Sold in over 85 countries and translated into more than 5 languages.---------------Want to get started on data science?Our promise: no math added.This book has been written in layman's terms as a gentle introduction to data science and its algorithms. Each algorithm has its own dedicated chapter that explains how it works, and shows an example of a real-world application. To help you grasp key concepts, we stick to intuitive explanations and visuals.Popular concepts covered include:- A/B Testing- Anomaly Detection- Association Rules- Clustering- Decision Trees and Random Forests- Regression Analysis- Social Network Analysis- Neural NetworksFeatures:- Intuitive explanations and visuals- Real-world applications to illustrate each algorithm- Point summaries at the end of each chapter- Reference sheets comparing the pros and cons of algorithms- Glossary list of commonly-used termsWith this book, we hope to give you a practical understanding of data science, so that you, too, can leverage its strengths in making better decisions.

Richard Dawkins' God Delusion: A Repentant Refutation


Klaus Nürnberger - 2010
    Part I asks: Is evolving Nature all there is – self-generated, self-sustaining, self-contained? Are human beings, as the topmost outgrowth of Nature, responsible to none other but themselves? That is the stance of naturalist and atheist Richard Dawkins. Or is evolving reality derived from, and dependent on, a transcendent Source and Destiny, to whom humans are accountable and whose benevolence reaches out to humans as persons because humans are persons? That is the conviction of the Christian faith. Part II shows that Dawkins’ interpretation of religion is deficient even in evolutionary terms and lacks the objectivity and impartiality of genuine science.Backed with in-depth study and thorough research, Richard Dawkins’ God Delusion: A repentant refutation is a masterfully written work that attempts to provide answers to believers and non-believers by presenting scientific and religious reasoning.

Rumi: A Photographic Gallery of Inspirational Quotes


Farnoosh Brock - 2012
    *Please note: Amazon incorrectly estimates the book at "12 pages" whereas it is around 70 pages - this is being corrected in the system. You will get 52 images plus a few pages of text**Rumi's message is so universal and inclusive that he has earned the title of "the most popular poet in America". This is a tribute of immense gratitude and love to Rumi on his 805th birthday, September 30th 2012.In his poems, Rumi speaks of nothing but love and finding the answers of life within yourself. He captivated the essence of humanity in his words. The selection of quotations in this book aspires to show you a glimpse of this message of love, peace, and inward search for true bliss. Farnoosh Brock was born and raised in Iran and in this book, she brings you the fusion of her beautiful photography and the wisdom of the beloved Persian poet, Rumi. This is a celebration of her Persian origins combined with the sense of duty that we must preserve and share the gifts of our ancestors. You can enjoy this book on your Kindle Fire or on any other device that runs the FREE Kindle reading apps, such as on your computer or iPad.

Evolve: 2 Minute Wisdom


Radhanath Swami - 2011
    Thus facilitating our desert like hearts to grow lotuses.”Evolve is based on various talks given by H.H. Radhanath Swami. This is neither an exact transcription nor an overly corrected version.

THE OBSTACLE IS YOU: The Manual You Should Have Been Given When You Were Born (How to Love Yourself Book 1)


Munmi Sarma - 2015
     Your commitment to work at your absolute best moves me. Your readiness to acknowledge your weakness encourages me to give even more of my life to helping people free themselves from their self-made prisons. May your passions be ignited. May your life and that of those around you become magically abundant.M This book is the first in 'THE OBSTACLE IS YOU' series. The letters of my readers have moved me deeply and encouraged me to distill everything that I have learned about the art of living into a series of life lessons. Hence, I set about compiling the best information I have to give into a book that I genuinely believe will transform your life. How to Love Yourself? Do you ever feel like life is slipping by so fast that you might not get the chance to live with meaning and the happiness you deserve? If so, then this very special book will be the guiding light that leads you to a brilliant new way of living. In this extremely easy to read yet wisdom rich manual, I offer eleven simple solutions to life's most complex problems, ranging from methods to succeed to powerful ways to enjoy the journey while you create a legacy that lasts. The words in this book are heartfelt and written in high hope that you will not only connect with the wisdom that I have respectfully offered but also act on it to create lasting improvements in every area of your life. Amidst my own trials and tribulations I have learned that it is not enough to know what to do, we must act immediately on the knowledge in order to create the lives we so dearly want. So, as you turn the pages of this first book in 'THE OBSTACLE IS YOU' series, I hope you will discover a wealth of wisdom that will immensely enrich the quality of your physical, emotional and spiritual life. Please do write to me to share how you have integrated the lessons in this book into the way you live. I will do my very best to respond to your mails with a personal note. I wish you peace, prosperity and many happy days spent engaged in a worthy purpose.

Introduction to the Theory of Computation


Michael Sipser - 1996
    Sipser's candid, crystal-clear style allows students at every level to understand and enjoy this field. His innovative "proof idea" sections explain profound concepts in plain English. The new edition incorporates many improvements students and professors have suggested over the years, and offers updated, classroom-tested problem sets at the end of each chapter.

Artificial Intelligence for Humans, Volume 1: Fundamental Algorithms


Jeff Heaton - 2013
    This book teaches basic Artificial Intelligence algorithms such as dimensionality, distance metrics, clustering, error calculation, hill climbing, Nelder Mead, and linear regression. These are not just foundational algorithms for the rest of the series, but are very useful in their own right. The book explains all algorithms using actual numeric calculations that you can perform yourself. Artificial Intelligence for Humans is a book series meant to teach AI to those without an extensive mathematical background. The reader needs only a knowledge of basic college algebra or computer programming—anything more complicated than that is thoroughly explained. Every chapter also includes a programming example. Examples are currently provided in Java, C#, R, Python and C. Other languages planned.

Practical Statistics for Data Scientists: 50 Essential Concepts


Peter Bruce - 2017
    Courses and books on basic statistics rarely cover the topic from a data science perspective. This practical guide explains how to apply various statistical methods to data science, tells you how to avoid their misuse, and gives you advice on what's important and what's not.Many data science resources incorporate statistical methods but lack a deeper statistical perspective. If you're familiar with the R programming language, and have some exposure to statistics, this quick reference bridges the gap in an accessible, readable format.With this book, you'll learn:Why exploratory data analysis is a key preliminary step in data scienceHow random sampling can reduce bias and yield a higher quality dataset, even with big dataHow the principles of experimental design yield definitive answers to questionsHow to use regression to estimate outcomes and detect anomaliesKey classification techniques for predicting which categories a record belongs toStatistical machine learning methods that "learn" from dataUnsupervised learning methods for extracting meaning from unlabeled data

A New Kind of Science


Stephen Wolfram - 1997
    Wolfram lets the world see his work in A New Kind of Science, a gorgeous, 1,280-page tome more than a decade in the making. With patience, insight, and self-confidence to spare, Wolfram outlines a fundamental new way of modeling complex systems. On the frontier of complexity science since he was a boy, Wolfram is a champion of cellular automata--256 "programs" governed by simple nonmathematical rules. He points out that even the most complex equations fail to accurately model biological systems, but the simplest cellular automata can produce results straight out of nature--tree branches, stream eddies, and leopard spots, for instance. The graphics in A New Kind of Science show striking resemblance to the patterns we see in nature every day. Wolfram wrote the book in a distinct style meant to make it easy to read, even for nontechies; a basic familiarity with logic is helpful but not essential. Readers will find themselves swept away by the elegant simplicity of Wolfram's ideas and the accidental artistry of the cellular automaton models. Whether or not Wolfram's revolution ultimately gives us the keys to the universe, his new science is absolutely awe-inspiring. --Therese Littleton