Rabu, 29 Oktober 2014

PDF Ebook Elements of Causal Inference: Foundations and Learning Algorithms (Adaptive Computation and Machine Learning series), by Jonas Peters

PDF Ebook Elements of Causal Inference: Foundations and Learning Algorithms (Adaptive Computation and Machine Learning series), by Jonas Peters

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Elements of Causal Inference: Foundations and Learning Algorithms (Adaptive Computation and Machine Learning series), by Jonas Peters

Elements of Causal Inference: Foundations and Learning Algorithms (Adaptive Computation and Machine Learning series), by Jonas Peters


Elements of Causal Inference: Foundations and Learning Algorithms (Adaptive Computation and Machine Learning series), by Jonas Peters


PDF Ebook Elements of Causal Inference: Foundations and Learning Algorithms (Adaptive Computation and Machine Learning series), by Jonas Peters

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Elements of Causal Inference: Foundations and Learning Algorithms (Adaptive Computation and Machine Learning series), by Jonas Peters

Review

Elements of Causal Inference is an important contribution to the growing literature on causal analysis. This lucid monograph elegantly weaves together statistics, machine learning, and causality to provide a holistic picture of how we and machines can use data to understand the world.―David Blei, Professor of Computer Science and Statistics, Columbia UniversityCausal inference is a well-established field in statistics, but it is still relatively underdeveloped within machine learning. This is partly due to the lack of good learning resources before Elements of Causal Inference came along. This book is high-quality work that breaks through, firmly establishing a connection between causal inference and general machine learning.―Ricardo Silva, Senior Lecturer, University College London; Turing Fellow, Alan Turing Institute

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About the Author

Jonas Peters is Associate Professor of Statistics at the University of Copenhagen.

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Product details

Series: Adaptive Computation and Machine Learning series

Hardcover: 288 pages

Publisher: The MIT Press (November 29, 2017)

Language: English

ISBN-10: 0262037319

ISBN-13: 978-0262037310

Product Dimensions:

7 x 0.9 x 9 inches

Shipping Weight: 1.6 pounds (View shipping rates and policies)

Average Customer Review:

4.0 out of 5 stars

2 customer reviews

Amazon Best Sellers Rank:

#284,384 in Books (See Top 100 in Books)

The book is available for free from the publisher under a creative commons license, but this is a high-quality physical copy. The paper is nice (ordinary paper, not glossy like some textbooks). Figures are printed in color, which is great.In terms of the content, this book fills a very useful niche. There are many good books on causal inference, but most are written by and for traditional statisticians.This book, on the other hand, uses the concepts and notation of machine learning. The title seems to deliberately reference “Elements of Statistical Learning”, and if you are one of the many people who learned out of that book you will feel at home with this one.

This is an important book summarizing the author's research on causal discovery, and this is the only book you will find such a broad treatment of the subject. However, many parts of the book still look like a draft. Looking forward for the next iterations of the book.

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Rabu, 08 Oktober 2014

Download Modern Death: How Medicine Changed the End of Life, by Haider Warraich

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Modern Death: How Medicine Changed the End of Life, by Haider Warraich

Modern Death: How Medicine Changed the End of Life, by Haider Warraich


Modern Death: How Medicine Changed the End of Life, by Haider Warraich


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Modern Death: How Medicine Changed the End of Life, by Haider Warraich

Review

"Warraich has assembled an impressive fund of knowledge on death and dying that―along with his real-world medical experiences--will allow him to 'attend' to his patients in the truest sense of the word." ―Health Affairs"[Warraich] may not have all the answers, but [he] stimulates all the right questions in all 13 chapters of highly relatable prose." ―The American Society of Anesthesiologists "Modern Death, How Medicine Changed the End of Life is timely. [...] He layers an exploration of a complex topics, ranging broadly from the microscope to the intensive care unit, to the courtroom and on to Star Trek: The Next Generation. Through this construction, he presents an ambitious review of how the end of life interacts with our modern practice of medicine." ―Journal of the American Medical Association: Internal Medicine"Haider Warraich's elegant and poignant book takes us on an unforgettable journey. Warraich's quest is remarkable: he wants us to confront the act of dying. A caring and thoughtful doctor, he also writes beautifully―drawing from his own patients and from statistics, medical ethics, literature and the sciences. He succeeds in humanizing a complex topic and gives us remarkable insights about the changing nature of'modern death'."―Siddhartha Mukherjee, New York Times bestselling author of The Emperor of All Maladies and The Gene"Warraich demystifies what is known and unknown about how cells and bodies die, while sensitively grappling with the changing cultural landscape surrounding the end of life, including patients who tweet and share the details of their decline on social media. His story is filled with compassionate accounts of the different ways he has witnessed people meet death in the modern age."―Scientific American"Medical advances have shifted the boundary between life and death, raising controversial questions for doctors and patients. Physician Haider Warraich zooms in on these issues in Modern Death: How Medicine Changed the End of Life, supplementing medical history with tales from the life-death border that are disturbing, bewildering, and inspiring."―Psychology Today"Daily exposure to death and the agonies of the bereaved prompted cardiologist Haider Warraich to encapsulate the recent transformation in end-of-life care. The result is rich, splicing harrowing cases from the acute admissions ward into medical history and science as he examines everything from the death of a cell to the impact of death on society."―Nature"Dr. Haider Warraich has written an extraordinarily informative and reflective book, deftly balancing historical facts, statistics, humanism and masterful story telling. While reading it, I forgot that the subject matter was death as the pages so educated me and enlivened my spirit. Kudos to Dr. Warraich for penning this gift to the reader―a truly illuminating book. It is a gem, one I shall treasure and share with many."―Sanjiv Chopra, MD, Professor of Medicine, Harvard Medical School, bestselling author of Live Better, Live Longer"Warraich thoughtfully investigates the often alarming realities of death in early 21st-century America. As Warraich eloquently explores the act of dying, he urges the public to talk more about it and pleads for 'resuscitating many of the aspects of death that we have lost.'”―Publishers Weekly (starred review)"Warraich concludes this sensitive review of a painful subject with guarded optimism that a cultural shift toward open discussion is now occurring. An important contribution to a serious discussion of profound life-and-death issues."―Kirkus Reviews"Excellent...thoughtful."―Booklist"While other texts have covered issues of medicine and the end of life, Warraich's goes beyond when discussing the role of the digital sphere plays in grief and memorization. Readers [...] will find an engaging and updated outlook in this work."―Library Journal"There is no topic more universal―or more universally unnerving―than death. Haider Warrich’s Modern Deathis a much-needed exploration of this treacherous territory, offering clear-eyed analysis of what it means to die in America today and how to focus one’s own life toward a saner and gentler denouement."―Danielle Ofri, MD, PhD, author of What Patients Say; What Doctors Hear"An omnivorous, fascinating, free-range romp through the history and co-evolution of death and modern medicine. I devoured it in one sitting."―Katy Butler, New York Times bestselling author of Knocking on Heaven's Door"This book has something valuable to say to every person alive. Blending wisdom, research, and compassion, Dr. Warraich shines a bright light into a dark reality of human existence. The result is nearly encyclopedic, with an illumination on every page."―Stephen P. Kiernan, author of Last Rights and The Hummingbird"Melding the curiosity of a historian, the discernment of a physician, and the soulfulness of a poet, Haider Warraich provides us a stunning portrait of death in our moment. The modern aspiration to explicate our suffering collides ironically here with an age-old awe at what can only be deeply felt. In revealing just how breathtakingly far science has taken us in understanding the end of life, Dr. Warraich yet honors the fundamental truth that we may never conquer our mortality―and that in dying, we are most fully human."―Rafael Campo, MD, Associate Professor, Harvard Medical School, and author of Alternative Medicine"From the minutest exploration of how cells die to the larger philosophical questions about life and death, Haider Warraich invites the reader to contemplate the art and science of death and dying. The author brings us through the 'medicalization' of death and returns us to a deep humanity that we seem to have lost along the way. That he does this lyrically and with brilliance, courage, and humility sets this book apart. Modern Death is informative and beautifully written. I couldn’t put it down."―Eve Joseph, author of In the Slender Margin"Warraich delivers a detailed and data-rich study of the history of human death without avoiding the primary characteristics that define the ends of lives today: denial, inequality, overtreatment, and institutionalization. As a growing elder population and rapidly advancing medical technology continue to warp and change health care, doctors serve as our best scouts and guides. Warraich's rich and thorough Modern Death is a necessary contribution to this important canon."―Ann Neumann, author of The Good Death: An Exploration of Dying in America"Harder Warraich has looked at modern death with the cool eye of a scientist, and the heart of a humane doctor. It's a wonderful combination of history, anatomy, public policy, and storytelling. A warm and thorough guide to living well all the way to the end.”―Ellen Goodman, Pulitzer Prize-winning columnist and New York Times bestselling author of I Know Just What You Mean and Paper Trail"A contemporary Virgil, Dr. Haider Warraich escorts us through the complicated and messy world of modern death. In a smart, contemplative, and appealingly humble voice, he dissects the mysteries of CPR and DNR, brain death, and slow codes, and exposes the bizarre fact that most hospital deaths are handled by the youngest and least experienced doctors. Ultimately, he guides us back to a place where the take-home message remains the same, that at the end of life, being there - with family, with community, with clarity - is what matters now, and forever."―Anna Reisman ,M.D., Director, Humanities in Medicine, Yale School of Medicine"Modern Death tells the most compelling story: how something that once seemed so simple ― the difference between life and death ― became so complicated, and so important. Against all odds, Haider Warraich takes on this mammoth subject and explains it with clarity, humor, intelligence and élan. I loved it."―Daniel Wallace, author of Big Fish"Warraich supplements his research with anecdotes from his personal experience, and draws on literature, theology, statistics and legal theory as well as the hard sciences. The resulting expert opinion is heartfelt, convincing and well informed...a sincere and thorough examination of an often overlooked subject. Well served by Warraich's professional expertise and earnest emphasis, this is an indispensable entry into the conversation about death."―Shelf Awareness

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About the Author

DR. HAIDER WARRAICH graduated from medical school in Pakistan in 2009. He did his residency in internal medicine at Harvard Medical School’s Beth Israel Deaconess Medical Center, one of the main teaching hospitals of Harvard Medical School. He is currently a fellow in cardiology at Duke University Medical Center. His medical and Op Ed pieces have appeared in many media outlets including the New York Times, The Atlantic, the Wall Street Journal, Slate, and the LA Times among others.

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Product details

Paperback: 336 pages

Publisher: St. Martin's Griffin; Reprint edition (May 1, 2018)

Language: English

ISBN-10: 1250160847

ISBN-13: 978-1250160843

Product Dimensions:

5.8 x 0.9 x 9 inches

Shipping Weight: 13.6 ounces (View shipping rates and policies)

Average Customer Review:

4.3 out of 5 stars

48 customer reviews

Amazon Best Sellers Rank:

#269,005 in Books (See Top 100 in Books)

In this very valuable book, Dr. Warraich examines how death has changed, and discussing the implications of those changes for all of us. We will all die, and most of us will be involved in the deaths of others. But the way most of us die has changed drastically over the past century. Before then, death usually came quickly, at home, and was usually definitive -- the heart stopped, and so did life. But now death tends to be gradual, and to happen in the arms of the medical industrial complex of hospitals, nursing homes, and hospices. It is also, oftentimes, much harder to define - is someone dead when brain function cannot be detected, even if the heart continues to beat and the lungs to breathe? These changes pose problems for patients and care-givers, problems that all too often are not anticipated in advance. Dr. Warraich recommends over and over that people discuss and think about the way they want their lives to end before the crisis comes, and this book provides an enormous amount of information. It that sense, it can be liberating -- I did not find the book at all depressing (though it is painfully sad in some places). Dr. Warraich relies on extensive research and on his experience as a physician to make his points, a deeply satisfying combination.

Modern Death is a chapter by chapter exploration of how the medical profession, scientific advances in understanding, and twentieth to twenty-first century culture have changed what death is and how we die. I liked the format of the chapters; each exploring a different facet from the context of its own scientific, cultural, and political history as well its reality in modern death. I also liked the thorough, candid and realistic approach to death and all its adjacents in this book. The book was very informative and ultimately uplifting. I'm happy to have read it and will recommend it.

I am a chaplain in a hospital. Dr. Warraich's well-researched and beautifully written treatise on how modern medicine has changed the way we die closely describes the reality I observe on a daily basis. In attempting to extend life, very often aggressive interventions seem to prolong a painful and confusing dying process that almost no one would elect if they and their families really knew the price they would ultimately pay. Sometimes the "hope" that medicine proffers can feel, in retrospect, more like denial, fear, and miscommunication. I greatly appreciated how Dr Warraich wrote about so many aspects of hospitalization, especially in the ICU -- a space that can be particularly fraught with mystery for patients and families.I am grateful to Dr Haider for articulating from a physician's perspective how we got where we are, and for his compassionate suggestions about how we might change the system to balance curative, palliative, and comfort treatments. Let us always remember that even in medicine, it's not just numbers and labs and cell counts that need to be looked at, and protocols that need to be followed, but that a human being is central to every single case. I look forward to reading more from this physician author.

Where do you want to die? At home? Well, good luck. According to Dr. Warraich’s well-researched statistics, it’s likely to be at a hospital or care facility. Do you have an Advance Directive? It may not have been in-putted into your care provider’s computer because it’s almost expected you’ll change your mind; after all, your illness and its complexities and your thought processes are likely to have changed from one hospital or doctor visit to the next. Has modern technology prolonged life or prolonged death? What is the definition of death, and how has it changed over time? How has Karen Ann Quinlan, Terry Schiavo, Jack Kevorkian and Alex Hardy changed the conversation about how we die? What is terminal sedation, and is it legal? These and many other questions about the modern way we die are answered—or not—in Dr. Haider Warraich’s thought-provoking and gentle treatment of a difficult subject. And he does so through poignant personal stories, statistics, history, definitions and court cases written in an easy-to-read-and-understand style. Doctors, patients, friends and families should read this book to begin the necessary conversation on modern death.

Lots of medical talk but a very interesting and well written book. It covers the many different perspectives and ideas surround individual rights versus medical practices. Anyone who knows anyone who ever may get seriously ill or grow old should probably read this book.

I pre-ordered this book immediately after hearing Dr. Warraich's interview on NPR's Fresh Air. The interview brought me to tears. Dr. Warraich's compassion for his patients, family, and colleagues was so inspiring to me as a new physician.As an intern (first-year doctor), I've been struggling with what we call "code conversations". Whenever I admit a patient to the hospital, I'm tasked with discerning the patient's wishes, should their heart or lungs stop working. It's a conversation that usually takes seconds, when I think it should take hours. There's a huge discrepancy between the "layman" and the medical professional when it comes to CPR and intubation. More often than not, the layman wants both (Full Code) and the medical professional wants neither (Do Note Resuscitate). The truth of the matter is that patients who get CPR do not do well in the long run. One NEJM study showed that among elderly patients who survived in-hospital cardiac arrest, only 60% we're alive at 1 year. I was hoping to gain some insight from Dr. Warraich on how to have these difficult conversations with patients.Unfortunately, I wholly agree with another reviewer who said this book is like a college term paper. I couldn't read it. The writing is dense and the prose leaves something to be desired. The patient anecdotes are compelling, but they are few and far between. I even bought the audio book in an attempt to power through it, but even that was hard to listen to.I don't recommend the book, but please listen to the Fresh Air interview if you haven't already.

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Minggu, 05 Oktober 2014

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Publisher: MONTENA (December 4, 2018)

Publication Date: December 4, 2018

Sold by: Amazon Digital Services LLC

Language: Spanish

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