Essential oils hold great wellness benefits.Kathy Heshelow makes it easy for beginners or dabblers in aromatherapy to walk away with a good understanding of how to USE THIS FOR THAT. You'll get great info, recipes, applications and tips to keep you and your family well.

    Because the computer gathers knowledge from experience, there is no need for a human computer operator to formally specify all the knowledge that the computer needs. The hierarchy of concepts allows the computer to learn complicated concepts by building them out of simpler ones; a graph of these hierarchies would be many layers deep. This book introduces a broad range of topics in deep learning.The text offers mathematical and conceptual background, covering relevant concepts in linear algebra, probability theory and information theory, numerical computation, and machine learning. It describes deep learning techniques used by practitioners in industry, including deep feedforward networks, regularization, optimization algorithms, convolutional networks, sequence modeling, and practical methodology; and it surveys such applications as natural language processing, speech recognition, computer vision, online recommendation systems, bioinformatics, and videogames. Finally, the book offers research perspectives, covering such theoretical topics as linear factor models, autoencoders, representation learning, structured probabilistic models, Monte Carlo methods, the partition function, approximate inference, and deep generative models.Deep Learning can be used by undergraduate or graduate students planning careers in either industry or research, and by software engineers who want to begin using deep learning in their products or platforms. A website offers supplementary material for both readers and instructors.

    What he is talking about is a medical model of the brain that denies the very existence of anything like a soul—based on big science's delusionary hope that it is actually possible to fix the soul's sickness by taking a pill. Much as we might like one, Frattaroli argues, there is no quick fix for the soul; we yearn for something more than what Prozac can provide. Frattaroli writes with spirit, combining a Renaissance sensibility with an unshakable humanism that shows why tapping into the soul is the highest quest on which we can embark. His references hark back to Shakespeare, to Freud, to Descartes and Bohr; in drawing upon physics, philosophy, literature, and psychology, and by using riveting case histories from his own life and practice, Frattaroli illuminates some of the most complex intellectual discoveries of our time. In the 1990s, Viking's publication of the bestseller Listening to Prozac sparked nationwide controversy and became the touchstone for one of the most widely debated issues of its time. Now, Elio Frattaroli explores what has happened to a culture that has been "listening to Prozac" and hearing nothing else. Intellectually stimulating, and emotionally satisfying, Healing the Soul is one of those life-changing books that will become a classic. Controversial and provocative, it illuminates the route to becoming the full, rich person we each have it in us to be.

    

    These writers recount intensely personal and profoundly moving end-of-life accounts that cover a wide spectrum of human experience. All six authors are donating their royalties to a Maine hospice; Down East will also donate 10 percent of proceeds to the same cause.

    If you didn't care how your life looked on Instagram, or worry about what total strangers thought of you. Imagine if you could let go of the guilt, and stop beating yourself up for tiny mistakes. What if, in every decision you faced, you took the bolder path?Too many of us feel crushed under the weight of our own expectations. We run ourselves ragged trying to please everyone, all the time. We lose sleep ruminating about whether we may have offended someone, pass up opportunities that take us out of our comfort zones, and avoid rejection at all costs.There's a reason we act this way, Reshma says. As girls, we were taught to play it safe. Well-meaning parents and teachers praised us for being quiet and polite, urged us to be careful so we didn't get hurt, and steered us to activities at which we could shine.The problem is that perfect girls grow up to be women who are afraid to fail. It's time to stop letting our fears drown out our dreams and narrow our world, along with our chance at happiness.By choosing bravery over perfection, we can find the power to claim our voice, to leave behind what makes us unhappy, and go for the things we genuinely, passionately want. Perfection may set us on a path that feels safe, but bravery leads us to the one we're authentically meant to follow.In Brave, Not Perfect, Reshma shares powerful insights and practices to help us override our perfect girl training and make bravery a lifelong habit. By being brave, not perfect, we can all become the authors of our biggest, boldest, and most joyful life.

    

    It made him laugh." Cindy McCain "This book is funny, moving and inspirational. I read some of it and had to get him on my radio show." Christian O'Connell, Absolute Radio Breakfast Show DJ "So honest, uninhibited, down-to-earth and readable despite the difficult subject. The best non-fiction book I have read in a very long time.....and I strongly recommend it." Peter J "Hilarious and moving in equal measures. What a brave man!" David Reuben "Adam Blain manages to be funny, poignant and inspiring describing with heart breaking honesty his journey so far, beginning with a diagnosis no one ever wants to face." RG A must-read memoir about coping with cancer Description Adam is a middle aged father of three. Completely out of the blue, and for no reason other than sheer dumb chance, he was diagnosed with a rare and aggressive brain tumour. Adam has endured radiotherapy and chemotherapy which were preceded by major brain surgery to remove the tumour - helpfully described by his surgeon as being the size and shape of a pear. Using the blackest of humour, this book charts Adam's journey from normality to having a disease regularly described as a “death sentence”. How will he cope with the treatment? How will his relationship with family and friends be affected? Most important of all, how will his hair come through this? Quite simply, it is the funniest book so far this year about brain cancer. Warning - this book is intended for mature audiences due to the subject matter and use of strong language.

    Jerry Avorn has some sobering news. Drawing on more than twenty-five years of patient care, teaching, and research at Harvard Medical School, he shares his firsthand experience of the wide gap in our knowledge of the effectiveness of one medication as compared to another. In Powerful Medicines, he reminds us that every pill we take represents a delicate compromise between the promise of healing, the risk of side effects, and an increasingly daunting price. The stakes on each front grow higher every year as new drugs with impressive power, worrisome side effects, and troubling costs are introduced.This is a comprehensive behind-the-scenes look at issues that affect everyone: our shortage of data comparing the worth of similar drugs for the same condition; alarming lapses in the detection of lethal side effects; the underuse of life-saving medications; lavish marketing campaigns that influence what doctors prescribe; and the resulting upward spiral of costs that places vital drugs beyond the reach of many Americans.In this engagingly written book, Dr. Avorn asks questions that will interest every consumer: How can a product judged safe by the Food and Drug Administration turn out to have unexpectedly lethal side effects? Why has the nation’s drug bill been growing at nearly 20 percent per year? How can physicians and patients pick the best medication in its class? How do doctors actually make their prescribing decisions, and why do those decisions sometimes go wrong? Why do so many Americans suffer preventable illnesses and deaths that proper drug use could have averted? How can the nation gain control over its escalating drug budget without resorting to rationing or draconian governmental controls?Using clinical case histories taken from his own work as a practitioner, researcher, and advocate, Dr. Avorn demonstrates the impressive power of the well-conceived prescription as well as the debacles that can result when medications are misused. He describes an innovative program that employs the pharmaceutical industry’s own marketing techniques to reduce use of some of the most overprescribed and overpriced products. Powerful Medicines offers timely and practical advice on how the nation can improve its drug-approval process, and how patients can work with doctors to make sure their prescriptions are safe, effective, and as affordable as possible. This is a passionate and provocative call for action as well as a compelling work of clear-headed science.From the Hardcover edition.

    

    

    

    This book focuses on practical algorithms that have been used to solve key problems in data mining and which can be used on even the largest datasets. It begins with a discussion of the map-reduce framework, an important tool for parallelizing algorithms automatically. The authors explain the tricks of locality-sensitive hashing and stream processing algorithms for mining data that arrives too fast for exhaustive processing. The PageRank idea and related tricks for organizing the Web are covered next. Other chapters cover the problems of finding frequent itemsets and clustering. The final chapters cover two applications: recommendation systems and Web advertising, each vital in e-commerce. Written by two authorities in database and Web technologies, this book is essential reading for students and practitioners alike.

    It demonstrates the vicious cycle of habitual responses that lead to debilitating attacks, teaches how to halt this self-destructive process, and guides people along a proven path that promotes recovery. Dr. David Carbonell outlines such cognitive behavioral methods as diaphragmatic breathing, progressive exposure, desensitization, relaxation, keeping a panic diary, and much more. He shows how to cultivate a personal attitude that facilitates solutions rather than placing blame. He clearly explains how the very nature of panic leads people into a chronic cycle of anticipation, panic, and helplessness, and details how to overcome this pattern with innovative responses and an attitude of acceptance. Charts, worksheets, and program outlines help point the way through the workbook and on to recovery.

    . .Our health care system is in critical condition. Each year, fewer Americans can afford it, fewer businesses can provide it, and fewer government programs can promise it for future generations.We need a cure, and we need it now.Harvard Business School's Clayton M. Christensen--whose bestselling The Innovator's Dilemma revolutionized the business world--presents The Innovator's Prescription, a comprehensive analysis of the strategies that will improve health care and make it affordable.Christensen applies the principles of disruptive innovation to the broken health care system with two pioneers in the field--Dr. Jerome Grossman and Dr. Jason Hwang. Together, they examine a range of symptoms and offer proven solutions.YOU'LL DISCOVER HOW"Precision medicine" reduces costs and makes good on the promise of personalized careDisruptive business models improve quality, accessibility, and affordability by changing the way hospitals and doctors workPatient networks enable better treatment of chronic diseasesEmployers can change the roles they play in health care to compete effectively in the era of globalizationInsurance and regulatory reforms stimulate disruption in health care