The framework of probabilistic graphical models, presented in this book, provides a general approach for this task. The approach is model-based, allowing interpretable models to be constructed and then manipulated by reasoning algorithms. These models can also be learned automatically from data, allowing the approach to be used in cases where manually constructing a model is difficult or even impossible. Because uncertainty is an inescapable aspect of most real-world applications, the book focuses on probabilistic models, which make the uncertainty explicit and provide models that are more faithful to reality.Probabilistic Graphical Models discusses a variety of models, spanning Bayesian networks, undirected Markov networks, discrete and continuous models, and extensions to deal with dynamical systems and relational data. For each class of models, the text describes the three fundamental cornerstones: representation, inference, and learning, presenting both basic concepts and advanced techniques. Finally, the book considers the use of the proposed framework for causal reasoning and decision making under uncertainty. The main text in each chapter provides the detailed technical development of the key ideas. Most chapters also include boxes with additional material: skill boxes, which describe techniques; case study boxes, which discuss empirical cases related to the approach described in the text, including applications in computer vision, robotics, natural language understanding, and computational biology; and concept boxes, which present significant concepts drawn from the material in the chapter. Instructors (and readers) can group chapters in various combinations, from core topics to more technically advanced material, to suit their particular needs.

    And through his live gatherings and radio talks, Alan Watts was at the forefront—igniting astonishing insights into who we are and where we're heading. Based on a legendary series of seminars, Just So illuminates three fascinating domains: money versus real wealth, the spirituality of a deeper materialism, and how technology and spirituality are both guiding us to ever greater interconnection in the universe that we find ourselves in. Along the way, readers will explore many other themes, at turns humorous, prescient, and more relevant today than ever. What unfolds is a liberating view of humanity that arises from possibility and the unpredictable—perfect and “just so,” not in spite of its messy imperfections, but because of them.Book highlights:1. Going With- Theology and the Laws of Nature- Thinking Makes It So- Everything Is Context- Going With- What We Mean by Intelligence- Ecological Awareness- Of Gods and Puppets2. Civilizing Technology- The Problem of Abstractions- We Need a New Analogy- Working with the Field of Forces- Trust- Synergy and the One World Town- Privacy, Artificiality, and the Self- Groups and Crowds3. Money and Materialism- The Material Is the Spiritual- Money and the Good Life- True Materialism- Wiggles, Seriousness, and the Fear of Pleasure- The Failure of Money and Technology- The Problem of Guilt4. In Praise of Swinging- Rigidity and Identity- Now Is Where the World Begins- Are We Going to Make It? - Polarization and Contrast- No Escape5. What Is So of Itself- Spontaneity and the Unborn Mind- Relaxation, Religion, and Rituals- Saving the World

    No one wants to be a loser, a small fry, a big zero.But maybe we've got it all wrong.With his edgy tone and radical perspective, Lama Marut follows up A Spiritual Renegade's Guide to the Good Life by calling for the biggest revolution of all: the overthrow of our obsessive quest to be somebody. It is this quest to distinguish ourselves that is the true cause of our dissatisfaction, leaving us feeling isolated and alone.Drawing from the spiritual truism that only by losing the self can we discover our real potential, Be Nobody provides action steps and simple meditations that lay down the heavy burden of trying to be somebody. Without the need to seclude oneself in a monastery or retire to a cave in the Himalayas, Marut gives readers the freedom to find true fulfillmentSo stop narrating your life and start living it. Be nobody.

     Neural networks are a key element of deep learning and artificial intelligence, which today is capable of some truly impressive feats. Yet too few really understand how neural networks actually work. This guide will take you on a fun and unhurried journey, starting from very simple ideas, and gradually building up an understanding of how neural networks work. You won't need any mathematics beyond secondary school, and an accessible introduction to calculus is also included. The ambition of this guide is to make neural networks as accessible as possible to as many readers as possible - there are enough texts for advanced readers already! You'll learn to code in Python and make your own neural network, teaching it to recognise human handwritten numbers, and performing as well as professionally developed networks. Part 1 is about ideas. We introduce the mathematical ideas underlying the neural networks, gently with lots of illustrations and examples. Part 2 is practical. We introduce the popular and easy to learn Python programming language, and gradually builds up a neural network which can learn to recognise human handwritten numbers, easily getting it to perform as well as networks made by professionals. Part 3 extends these ideas further. We push the performance of our neural network to an industry leading 98% using only simple ideas and code, test the network on your own handwriting, take a privileged peek inside the mysterious mind of a neural network, and even get it all working on a Raspberry Pi. All the code in this has been tested to work on a Raspberry Pi Zero.

    The Greatest Secret of All clearly explains this law of manifestation but then takes it a quantum leap further, revealing what is truly important in life. We have what we need within us to do what we love, to be the people we dream of being, and to become completely fulfilled along the way — to become, as Abraham Maslow put it, self-actualized. We also have the capability, here and now, to create a world that works for everyone. In these pages, you will find the secret to a life of happiness, inner peace, ease, and fulfillment, and the secret that lets each of us contribute to making the world a better place for all.

    With this new book you can:read a passage from Scripture for each dayreflect on the beauty and importance of Catholic faith and practicemeditate on thought-provoking questionsfind a unique and inspiring prayer for each day of LentThese timely and inspirational words will help renew your enthusiasm for being Catholic, while encouraging you to delve more deeply into the spirituality of the lenten season—a perfect companion for individual reading or for group study.

    How do we begin to discover and live our destined life? How can we use the ancient, Eastern philosophy to experience more success in our lives?From Derek Lin, Taoist master and author of The Tao of Daily Life, comes this practical, systematic approach to the ancient and time-honored spiritual learning process. The Tao of Success navigates the five rings of life, which are common patterns of traditional Tao cultivation, conceptualized by the ancient sages: your spirit, your mind, your relationships, your world, and your destiny. Success is achieved by discovering and experiencing these five concentric rings, from the inside out, and not in the future but in the here and now.Using the same format that made The Tao of Daily Life a breakout Eastern wisdom bestseller, Lin draws on the power of Taoist stories to illustrate important keys, or lessons. He then offers commentary on understanding and applying that story in modern life-all aimed to help readers live out the destiny that lies within themselves.By integrating the life-altering lessons of this book into their busy lives, readers can begin to cultivate the Tao. In The Tao of Success , Lin returns with his enlightening approach to understanding, centered on story and illumination of ancient Taoist secrets for the modern beginner and the familiar student alike.

    Find enlightenment with these one-hundred twenty-two traditional Buddhist Zen koans -- stories, dialogues, questions, or statements, used in Zen-practice to provoke the "great doubt," and test a student's progress in Zen practice.

    They are established tools in a wide range of industrial applications, including search engines, DNA sequencing, stock market analysis, and robot locomotion, and their use is spreading rapidly. People who know the methods have their choice of rewarding jobs. This hands-on text opens these opportunities to computer science students with modest mathematical backgrounds. It is designed for final-year undergraduates and master's students with limited background in linear algebra and calculus. Comprehensive and coherent, it develops everything from basic reasoning to advanced techniques within the framework of graphical models. Students learn more than a menu of techniques, they develop analytical and problem-solving skills that equip them for the real world. Numerous examples and exercises, both computer based and theoretical, are included in every chapter. Resources for students and instructors, including a MATLAB toolbox, are available online.

    You know Taoism is one of the world's oldest religions, based on simplicity and balance. However, you may not know it has important parallels with modern Western faith; health, ecology, even in pop culture icons as Luke Skywalker and The Beatles.But you don't have to sit at the feet of a Taoist master to learn how the Taoist tradition has enlightened seekers throughout the centuries! 'The Complete Idiot's Guide to Taoism' will show you exactly why Taoist principles appeal to people from every walk of life! in this 'Complete Idiot's Guide', you get:-The history of the Daode Jing, the world's shortest core religious text, and Laozi, it's mysterious author.-The teachings of Zhuangzi, the often-overlooked master sage of Taoism.-An explanation of ying-yang and what it represents.-Taoism's relationship to Zen Buddhism.

    The easy-to-follow, step-by-step sequences of key Iyengar yoga poses have clear detailed instructions, making it the perfect introduction, whether you're a complete novice or just need a refresher. Innovative 360-degree views of yoga poses and over 250 photographs will help teach you the basics and ensure your technique is perfect. This is the only guide of its kind from the world-famous yoga guru BKS Iyengar. The contents of this title are included in the larger format 'Yoga the Path to Holistic Health'. This version is a convenient format for newcomers to yoga.

    Christian and Muslim scriptures provide evidence about this journey.

    

    The book explores reunions with departed souls, the discovery of soul mates, as well as our purpose in the universe.

    Unfortunately, we are often so busy that we fail to recognize and respond to this active presence. A Catholic Woman’s Book of Days offers daily meditations that clear a spiritual place—a time in our day when we can set our hearts on God. The meditations are brief, pointed, direct, and personal—and will connect you to God’s word and the Catholic faith.While a number of successful devotionals for women have been published for the general Christian market, A Catholic Woman's Book of Days is the first resource in the Catholic market featuring daily devotions and prayers for women. Written by Amy Welborn, the devotional entries are pointed and brief, and help Catholic women connect their everyday concerns with God's Word in the context of their Catholic faith. Each entry is introduced by a Scripture verse and followed by a one-sentence prayer. These devotions and prayers are sure to provide Catholic women with a dose of God's grace each day of the year.