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Machine Learning in Action

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Summary Machine Learning in Action is unique book that blends the foundational theories of machine learning with the practical realities of building tools ...

  • L'auteur : ,
  • Editeur: Simon and Schuster
  • ISBN: 1638352453
  • Genre: Computers
  • Nombre de pages: 384
  • Langue: French/English
  • Vues: 1576
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Détails: Summary Machine Learning in Action is unique book that blends the foundational theories of machine learning with the practical realities of building tools for everyday data analysis. You'll use the flexible Python programming language to build programs that implement algorithms for data classification, forecasting, recommendations, and higher-level features like summarization and simplification. About the Book A machine is said to learn when its performance improves with experience. Learning requires algorithms and programs that capture data and ferret out the interestingor useful patterns. Once the specialized domain of analysts and mathematicians, machine learning is becoming a skill needed by many. Machine Learning in Action is a clearly written tutorial for developers. It avoids academic language and takes you straight to the techniques you'll use in your day-to-day work. Many (Python) examples present the core algorithms of statistical data processing, data analysis, and data visualization in code you can reuse. You'll understand the concepts and how they fit in with tactical tasks like classification, forecasting, recommendations, and higher-level features like summarization and simplification. Readers need no prior experience with machine learning or statistical processing. Familiarity with Python is helpful. Purchase of the print book comes with an offer of a free PDF, ePub, and Kindle eBook from Manning. Also available is all code from the book. What's Inside A no-nonsense introduction Examples showing common ML tasks Everyday data analysis Implementing classic algorithms like Apriori and Adaboos Table of Contents PART 1 CLASSIFICATION Machine learning basics Classifying with k-Nearest Neighbors Splitting datasets one feature at a time: decision trees Classifying with probability theory: naïve Bayes Logistic regression Support vector machines Improving classification with the AdaBoost meta algorithm PART 2 FORECASTING NUMERIC VALUES WITH REGRESSION Predicting numeric values: regression Tree-based regression PART 3 UNSUPERVISED LEARNING Grouping unlabeled items using k-means clustering Association analysis with the Apriori algorithm Efficiently finding frequent itemsets with FP-growth PART 4 ADDITIONAL TOOLS Using principal component analysis to simplify data Simplifying data with the singular value decomposition Big data and MapReduce


Biosafety in Microbiological and Biomedical Laboratories

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¿Biosafety in Microbiological & Biomedical Labs.¿ quickly became the cornerstone of biosafety practice & policy upon first pub. in 1984. The info. is adv ...

  • L'auteur : L. Casey Chosewood
  • Editeur: DIANE Publishing
  • ISBN: 9781422315361
  • Genre: ,
  • Nombre de pages: 421
  • Langue: French/English
  • Vues: 1357
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Détails: ¿Biosafety in Microbiological & Biomedical Labs.¿ quickly became the cornerstone of biosafety practice & policy upon first pub. in 1984. The info. is advisory in nature even though legislation & reg¿n., in some circumstances, have overtaken it & made compliance with the guidance mandatory. This rev. contains these add¿l. chap.: Occupat¿l. med. & immunization; Decontam. & sterilization; Lab. biosecurity & risk assess.; Biosafety Level 3 (Ag.) labs.; Agent summary state. for some ag. pathogens; & Biological toxins. Also, chapters on the principles & practices of biosafety & on risk assess. were expanded; all agent summary state. & append. were rev.; & efforts were made to harmonize recommend. with reg¿s. promulgated by other fed. agencies.


The Hundred-Year Marathon

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One of the U.S. government's leading China experts reveals the hidden strategy fueling that country's rise – and how Americans have been seduced into hel ...

  • L'auteur : Michael Pillsbury
  • Editeur: Henry Holt and Company
  • ISBN: 162779011X
  • Genre: Political Science
  • Nombre de pages: 336
  • Langue: French/English
  • Vues: 997
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Détails: One of the U.S. government's leading China experts reveals the hidden strategy fueling that country's rise – and how Americans have been seduced into helping China overtake us as the world's leading superpower. For more than forty years, the United States has played an indispensable role helping the Chinese government build a booming economy, develop its scientific and military capabilities, and take its place on the world stage, in the belief that China's rise will bring us cooperation, diplomacy, and free trade. But what if the "China Dream" is to replace us, just as America replaced the British Empire, without firing a shot? Based on interviews with Chinese defectors and newly declassified, previously undisclosed national security documents, The Hundred-Year Marathon reveals China's secret strategy to supplant the United States as the world's dominant power, and to do so by 2049, the one-hundredth anniversary of the founding of the People's Republic. Michael Pillsbury, a fluent Mandarin speaker who has served in senior national security positions in the U.S. government since the days of Richard Nixon and Henry Kissinger, draws on his decades of contact with the "hawks" in China's military and intelligence agencies and translates their documents, speeches, and books to show how the teachings of traditional Chinese statecraft underpin their actions. He offers an inside look at how the Chinese really view America and its leaders – as barbarians who will be the architects of their own demise. Pillsbury also explains how the U.S. government has helped – sometimes unwittingly and sometimes deliberately – to make this "China Dream" come true, and he calls for the United States to implement a new, more competitive strategy toward China as it really is, and not as we might wish it to be. The Hundred-Year Marathon is a wake-up call as we face the greatest national security challenge of the twenty-first century.


The Power of Habit

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Groundbreaking new research shows that by grabbing hold of the three-step "loop" all habits form in our brains--cue, routine, reward--we can change them, g ...

  • L'auteur : Charles Duhigg
  • Editeur: Doubleday Canada
  • ISBN: 0385669755
  • Genre: Social Science
  • Nombre de pages: 304
  • Langue: French/English
  • Vues: 1712
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Détails: Groundbreaking new research shows that by grabbing hold of the three-step "loop" all habits form in our brains--cue, routine, reward--we can change them, giving us the power to take control over our lives. "We are what we repeatedly do," said Aristotle. "Excellence, then, is not an act, but a habit." On the most basic level, a habit is a simple neurological loop: there is a cue (my mouth feels gross), a routine (hello, Crest), and a reward (ahhh, minty fresh). Understanding this loop is the key to exercising regularly or becoming more productive at work or tapping into reserves of creativity. Marketers, too, are learning how to exploit these loops to boost sales; CEOs and coaches are using them to change how employees work and athletes compete. As this book shows, tweaking even one habit, as long as it's the right one, can have staggering effects. In The Power of Habit, award-winning New York Times business reporter Charles Duhigg takes readers inside labs where brain scans record habits as they flourish and die; classrooms in which students learn to boost their willpower; and boardrooms where executives dream up products that tug on our deepest habitual urges. Full of compelling narratives that will appeal to fans of Michael Lewis, Jonah Lehrer, and Chip and Dan Heath, The Power of Habit contains an exhilarating argument: our most basic actions are not the product of well-considered decision making, but of habits we often do not realize exist. By harnessing this new science, we can transform our lives.


Candide

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Candide is the most read and published work by Voltaire (the real name is François-Marie Arouet). The characters of the story – Candide, his friend Cun ...

  • L'auteur : Voltaire
  • Editeur: Strelbytskyy Multimedia Publishing
  • ISBN:
  • Genre: Fiction
  • Nombre de pages: N.A
  • Langue: French/English
  • Vues: 1443
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Détails: Candide is the most read and published work by Voltaire (the real name is François-Marie Arouet). The characters of the story – Candide, his friend Cunégonde and his mentor Pangloss – go around the world; they are present at the Seven Year’s War, seizure of Azov by Russians, Lisbon earthquake, and even visit a fairy-tale land Eldorado...


And Then There Were None

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A PBS Great American Read Top 100 Pick One of the most famous and beloved mysteries from the queen of suspense, Agatha Christie! More than 100 million copi ...

  • L'auteur : Agatha Christie
  • Editeur: Harper Collins
  • ISBN: 0061739251
  • Genre: Fiction
  • Nombre de pages: 320
  • Langue: French/English
  • Vues: 1322
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Détails: A PBS Great American Read Top 100 Pick One of the most famous and beloved mysteries from the queen of suspense, Agatha Christie! More than 100 million copies sold and now a Lifetime TV movie. Ten people, each with something to hide and something to fear, are invited to a isolated mansion on Indian Island by a host who, surprisingly, fails to appear. On the island they are cut off from everything but each other and the inescapable shadows of their own past lives. One by one, the guests share the darkest secrets of their wicked pasts. And one by one, they die… Which among them is the killer and will any of them survive?


World Report 2021

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The best country-by-country assessment of human rights. The human rights records of more than ninety countries and territories are put into perspective in ...

  • L'auteur : Human Rights Watch
  • Editeur: Seven Stories Press
  • ISBN: 1644210290
  • Genre: Political Science
  • Nombre de pages: 684
  • Langue: French/English
  • Vues: 1408
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Détails: The best country-by-country assessment of human rights. The human rights records of more than ninety countries and territories are put into perspective in Human Rights Watch's signature yearly report. Reflecting extensive investigative work undertaken by Human Rights Watch staff, in close partnership with domestic human rights activists, the annual World Report is an invaluable resource for journalists, diplomats, and citizens, and is a must-read for anyone interested in the fight to protect human rights in every corner of the globe.


Introducing Microsoft Power BI

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This is the eBook of the printed book and may not include any media, website access codes, or print supplements that may come packaged with the bound book. ...

  • L'auteur : Alberto Ferrari,Marco Russo
  • Editeur: Microsoft Press
  • ISBN: 1509302751
  • Genre: Computers
  • Nombre de pages: 189
  • Langue: French/English
  • Vues: 1575
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Détails: This is the eBook of the printed book and may not include any media, website access codes, or print supplements that may come packaged with the bound book. Introducing Microsoft Power BI enables you to evaluate when and how to use Power BI. Get inspired to improve business processes in your company by leveraging the available analytical and collaborative features of this environment. Be sure to watch for the publication of Alberto Ferrari and Marco Russo's upcoming retail book, Analyzing Data with Power BI and Power Pivot for Excel (ISBN 9781509302765). Go to the book's page at the Microsoft Press Store here for more details:http://aka.ms/analyzingdata/details. Learn more about Power BI at https://powerbi.microsoft.com/.


The Count of Monte Cristo

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ÊOn the 24th of February, 1815, the look-out at Notre-Dame de la Garde signalled the three-master, thePharaonÊfrom Smyrna, Trieste, and Naples. As usual, ...

  • L'auteur : Alexandre Dumas
  • Editeur: Library of Alexandria
  • ISBN: 1613104928
  • Genre: ,
  • Nombre de pages: N.A
  • Langue: French/English
  • Vues: 539
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Détails: ÊOn the 24th of February, 1815, the look-out at Notre-Dame de la Garde signalled the three-master, thePharaonÊfrom Smyrna, Trieste, and Naples. As usual, a pilot put off immediately, and rounding the Chateau d'If, got on board the vessel between Cape Morgion and Rion island. Immediately, and according to custom, the ramparts of Fort Saint-Jean were covered with spectators; it is always an event at Marseilles for a ship to come into port, especially when this ship, like theÊPharaon, has been built, rigged, and laden at the old Phocee docks, and belongs to an owner of the city. The ship drew on and had safely passed the strait, which some volcanic shock has made between the Calasareigne and Jaros islands; had doubled Pomegue, and approached the harbor under topsails, jib, and spanker, but so slowly and sedately that the idlers, with that instinct which is the forerunner of evil, asked one another what misfortune could have happened on board. However, those experienced in navigation saw plainly that if any accident had occurred, it was not to the vessel herself, for she bore down with all the evidence of being skilfully handled, the anchor a-cockbill, the jib-boom guys already eased off, and standing by the side of the pilot, who was steering theÊPharaonÊtowards the narrow entrance of the inner port, was a young man, who, with activity and vigilant eye, watched every motion of the ship, and repeated each direction of the pilot. The vague disquietude which prevailed among the spectators had so much affected one of the crowd that he did not await the arrival of the vessel in harbor, but jumping into a small skiff, desired to be pulled alongside thePharaon, which he reached as she rounded into La Reserve basin. When the young man on board saw this person approach, he left his station by the pilot, and, hat in hand, leaned over the ship's bulwarks. He was a fine, tall, slim young fellow of eighteen or twenty, with black eyes, and hair as dark as a raven's wing; and his whole appearance bespoke that calmness and resolution peculiar to men accustomed from their cradle to contend with danger.


Private International Law in China

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This book provides a systematic elaboration of Chinese Private International Law, reveals the general techniques concerning conflict of laws in China, expl ...

  • L'auteur : Guangjian Tu
  • Editeur: Springer
  • ISBN: 9812879935
  • Genre: Law
  • Nombre de pages: 192
  • Langue: French/English
  • Vues: 410
  • Telecharger: 410
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Détails: This book provides a systematic elaboration of Chinese Private International Law, reveals the general techniques concerning conflict of laws in China, explains the detailed Chinese conflict rules for different areas of law, and demonstrates how international civil litigation is pursued in China. Clearly structured and written by a native Chinese scholar specializing in the field, the book’s easy-to-read style makes it accessible to a broad readership, while its content makes it a useful reference guide, especially for jurists and researchers.


How to Win Friends and Influence People

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In the present book, How to Win Friends and Influence People, Dale Carnegie says, “You can make someone want to do what you want them to do by seeing the ...

  • L'auteur : Dale Carnegie
  • Editeur: Prabhat Prakashan
  • ISBN:
  • Genre: Self-Help
  • Nombre de pages: 195
  • Langue: French/English
  • Vues: 958
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Détails: In the present book, How to Win Friends and Influence People, Dale Carnegie says, “You can make someone want to do what you want them to do by seeing the situation from the other person’s point of view and arousing in the other person an eager want.” You learn how to make people like you, win people over to your way of thinking, and change people without causing offense or arousing resentment. For instance, “let the other person feel that the idea is his or hers” and “talk about your own mistakes before criticizing the other person.” This book is all about building relationships. With good relationships, personal and business successes are easy and swift to achieve. Twelve Ways to Win People to Your Way of Thinking 1. The only way to get the best of an argument is to avoid it. 2. Show respect for the other person's opinions. Never say "You're wrong." 3. If you're wrong, admit it quickly and emphatically. 4. Begin in a friendly way. 5. Start with questions to which the other person will answer yes. 6. Let the other person do a great deal of the talking. 7. Let the other person feel the idea is his or hers. 8. Try honestly to see things from the other person's point of view. 9. Be sympathetic with the other person's ideas and desires. 10. Appeal to the nobler motives. 11. Dramatize your ideas. 12.Throw down a challenge.


Human Development Report 2019

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Inequalities in human development are a roadblock to achieving the 2030 Agenda for Sustainable Development. They are not just about disparities in income a ...

  • L'auteur : United Nations Development Programme (UNDP)
  • Editeur: United Nations
  • ISBN: 9213582900
  • Genre: Political Science
  • Nombre de pages: 366
  • Langue: French/English
  • Vues: 503
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Détails: Inequalities in human development are a roadblock to achieving the 2030 Agenda for Sustainable Development. They are not just about disparities in income and wealth. They cannot be accounted for simply by using summary measures of inequality that focus on a single dimension. And they will shape the prospects of people that may live to see the 22nd century. The 2019 Report explores inequalities in human development by going beyond income, beyond averages and beyond today. It asks what forms of inequality matter and what drives them, recognizing that pernicious inequalities are generally better thought of as a symptom of broader problems in a society and economy. It also asks what policies can tackle those drivers—policies that can simultaneously help nations to grow their economies, improve human development and reduce inequality.


How Learning Works

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Praise for How Learning Works "How Learning Works is the perfect title for this excellent book. Drawing upon new research in psychology, education, and cog ...

  • L'auteur : Susan A. Ambrose,Michael W. Bridges,Michele DiPietro,Marsha C. Lovett,Marie K. Norman
  • Editeur: John Wiley & Sons
  • ISBN: 9780470617601
  • Genre: Education
  • Nombre de pages: 336
  • Langue: French/English
  • Vues: 997
  • Telecharger: 997
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Détails: Praise for How Learning Works "How Learning Works is the perfect title for this excellent book. Drawing upon new research in psychology, education, and cognitive science, the authors have demystified a complex topic into clear explanations of seven powerful learning principles. Full of great ideas and practical suggestions, all based on solid research evidence, this book is essential reading for instructors at all levels who wish to improve their students' learning." —Barbara Gross Davis, assistant vice chancellor for educational development, University of California, Berkeley, and author, Tools for Teaching "This book is a must-read for every instructor, new or experienced. Although I have been teaching for almost thirty years, as I read this book I found myself resonating with many of its ideas, and I discovered new ways of thinking about teaching." —Eugenia T. Paulus, professor of chemistry, North Hennepin Community College, and 2008 U.S. Community Colleges Professor of the Year from The Carnegie Foundation for the Advancement of Teaching and the Council for Advancement and Support of Education "Thank you Carnegie Mellon for making accessible what has previously been inaccessible to those of us who are not learning scientists. Your focus on the essence of learning combined with concrete examples of the daily challenges of teaching and clear tactical strategies for faculty to consider is a welcome work. I will recommend this book to all my colleagues." —Catherine M. Casserly, senior partner, The Carnegie Foundation for the Advancement of Teaching "As you read about each of the seven basic learning principles in this book, you will find advice that is grounded in learning theory, based on research evidence, relevant to college teaching, and easy to understand. The authors have extensive knowledge and experience in applying the science of learning to college teaching, and they graciously share it with you in this organized and readable book." —From the Foreword by Richard E. Mayer, professor of psychology, University of California, Santa Barbara; coauthor, e-Learning and the Science of Instruction; and author, Multimedia Learning


The State of Food Security and Nutrition in the World 2019

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The State of Food Security and Nutrition in the World gives updates on the prevalence of undernourishment globally and the absolute number of undernourishe ...

  • L'auteur : Food and Agriculture Organization
  • Editeur: United Nations
  • ISBN: 9210043634
  • Genre: Social Science
  • Nombre de pages: 236
  • Langue: French/English
  • Vues: 1885
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Détails: The State of Food Security and Nutrition in the World gives updates on the prevalence of undernourishment globally and the absolute number of undernourished, as well as the latest estimates for a number of global nutrition targets. This latest edition looks at the role of economic slowdowns and downturns in the rise of hunger and makes policy recommendations to safeguard food security and nutrition worldwide.


Fish and Fishery Products

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This guidance will assist processors of fish and fishery products in the development of their Hazard Analysis Critical Control Point (HACCP) plans. Process ...

  • L'auteur : Barry Leonard
  • Editeur: DIANE Publishing
  • ISBN: 143798746X
  • Genre: ,
  • Nombre de pages: 468
  • Langue: French/English
  • Vues: 353
  • Telecharger: 353
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Détails: This guidance will assist processors of fish and fishery products in the development of their Hazard Analysis Critical Control Point (HACCP) plans. Processors of fish and fishery products will find info. that will help them identify hazards that are associated with their products, and help them formulate control strategies. It will help consumers understand commercial seafood safety in terms of hazards and their controls. It does not specifically address safe handling practices by consumers or by retail estab., although the concepts contained in this guidance are applicable to both. This guidance will serve as a tool to be used by fed. and state regulatory officials in the evaluation of HACCP plans for fish and fishery products. Illustrations. This is a print on demand report.


Flow

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THE BESTSELLING CLASSIC ON 'FLOW' – THE KEY TO UNLOCKING MEANING, CREATIVITY, PEAK PERFORMANCE, AND TRUE HAPPINESS Legendary psychologist Mihaly Csikszen ...

  • L'auteur : Mihaly Csikszentmihalyi
  • Editeur: Harper Collins
  • ISBN: 0061876720
  • Genre: Psychology
  • Nombre de pages: 336
  • Langue: French/English
  • Vues: 1688
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Détails: THE BESTSELLING CLASSIC ON 'FLOW' – THE KEY TO UNLOCKING MEANING, CREATIVITY, PEAK PERFORMANCE, AND TRUE HAPPINESS Legendary psychologist Mihaly Csikszentmihalyi's famous investigations of "optimal experience" have revealed that what makes an experience genuinely satisfying is a state of consciousness called flow. During flow, people typically experience deep enjoyment, creativity, and a total involvement with life. In this new edition of his groundbreaking classic work, Csikszentmihalyi ("the leading researcher into ‘flow states’" —Newsweek) demonstrates the ways this positive state can be controlled, not just left to chance. Flow: The Psychology of Optimal Experience teaches how, by ordering the information that enters our consciousness, we can discover true happiness, unlock our potential, and greatly improve the quality of our lives. "Explores a happy state of mind called flow, the feeling of complete engagement in a creative or playful activity." —Time