This practical guide that covers all of the need to know topics in a very systematic way. For each machine learning approach, each step in the process is detailed, from preparing the data for analysis to evaluating the results. These steps will build the knowledge you need to apply them to your own data science tasks.Intended for those who want to learn how to use R's machine learning capabilities and gain insight from your data. Perhaps you already know a bit about machine learning, but have never used R; or perhaps you know a little R but are new to machine learning. In either case, this book will get you up and running quickly. It would be helpful to have a bit of familiarity with basic programming concepts, but no prior experience is required.

    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.

    From the most desolate desert to the depths of the jungle, from blistering heat and freezing cold to perpetual darkness and deadly UV, discover how a whole host of creatures have adapted to life in the most extreme conditions. And how they compete with one another to become the largest, the fastest, the most poisonous, or most devious - all in a bid to survive.Planet Earth II includes the first in-depth look at the urban environment, and the surprising range of behaviours occurring right under our noses, as well as some previously untouched island worlds. Filmed with remarkable 5k and infra-red technology, these are the challenges, the confrontations, and the triumphs of some of the most extraordinary creatures in the natural world, told from their perspective.This is our planet, as you have never seen it before.

    He finds they all have two things in common: They're getting worse, not better, and the standard strategies for dealing with them, such as international treaties, are woefully inadequate to the task. The chief problem is that in our high-population, fast-moving, globalized and interconnected world, we don't have an effective way of addressing the problems that such a world creates. Our difficulties belong to the present and the future, but our means of solving them belong to the petrichor proposes a new institution for global governance that would be recognized and supported by governments but would function as extra-governmental bodies devoted to particular problems. The powers of these "global issues networks" would not be legal but normative: They would monitor compliance with various globally recognized standards and would single out the nations and organizations that were not co-operating. Anyone who has eaten a can of "dolphin-safe" tuna knows how powerful, in a market-driven world, the pressure to comply with such standards can be. No book has ever presented such a clear and unified appraisal of global problems or offered such a consistent and well-defined approach to solving them. High Noon will be an agenda-setting book of interest across the political spectrum.

    Viraf J. Dalal is an excellent book for every student of ICSE Chemisty.

    Exposing the true status of the world's dwindling energy supplies, Jeremy Leggett reveals the scale of the disaster looming over our planet, and the action each and every one of us must take - right now - to stand a chance of averting it.

    This overview has enabled students to make sense more easily of what instructors are doing when they produce proofs, theorems and formulas.

    Yet we take supplies of clean water and secure food for granted, rarely considering the free work nature does for Britain. In fact for years we have damaged the systems that sustain us under the illusion that we are keeping prices down, through intensive farming, drainage of bogs, clearing forests and turning rivers into canals. As Tony Juniper's new analysis shows, however, the ways in which we meet our needs often doesn't make economic sense. Through vivid first hand accounts and inspirational examples of how the damage is being repaired, Juniper takes readers on a journey to a different Britain from the one many assume we inhabit, not a country where nature is worthless or an impediment to progress, but the real Britain, the one where we are supported by nature, wildlife and natural systems at almost every turn.

    This book synthesizes these recent advances and makes them accessible to first-year graduate students. James Hamilton provides the first adequate text-book treatments of important innovations such as vector autoregressions, generalized method of moments, the economic and statistical consequences of unit roots, time-varying variances, and nonlinear time series models. In addition, he presents basic tools for analyzing dynamic systems (including linear representations, autocovariance generating functions, spectral analysis, and the Kalman filter) in a way that integrates economic theory with the practical difficulties of analyzing and interpreting real-world data. Time Series Analysis fills an important need for a textbook that integrates economic theory, econometrics, and new results.The book is intended to provide students and researchers with a self-contained survey of time series analysis. It starts from first principles and should be readily accessible to any beginning graduate student, while it is also intended to serve as a reference book for researchers.-- "Journal of Economics"

    These winged creaturesfrom exotic parrots to everyday sparrows, and endangered penguins to woody owlsare captured with Zuckerman's painstaking perspective against a stark white background to reveal the vivid colors, textures, and personalities of each subject in extraordinary and exquisite detail. The ultimate art book for ornithologists and nature enthusiasts alike, Bird is a volume of sublime beauty.

    This book provides an applications-oriented introduction to multivariate data analysis for the non-statistician, by focusing on the fundamental concepts that affect the use of specific techniques.

    New features include an enhanced reader-friendly approach, new color illustrations, and a greater emphasis on clinical applications. A new, interactive CD-ROM offers three-dimensional animations of masticatory movements - including tooth contact relationships and temporomandibular joint movements - that bring the text's illustrations to life. Plus, an interactive mock examination mimics the National Board exam for outstanding review and practice.

    It is the technology behind photo tagging systems at Facebook and Google, self-driving cars, speech recognition systems on your smartphone, and much more.In particular, Deep learning excels at solving machine perception problems: understanding the content of image data, video data, or sound data. Here's a simple example: say you have a large collection of images, and that you want tags associated with each image, for example, "dog," "cat," etc. Deep learning can allow you to create a system that understands how to map such tags to images, learning only from examples. This system can then be applied to new images, automating the task of photo tagging. A deep learning model only has to be fed examples of a task to start generating useful results on new data.

    He also reports on the way chickens are raised today and how they are consumed. What he discovers about America’s favorite meat is not just unpleasant but a powerful indictment of our industrial food system. The process of bringing chicken to our dinner tables is unhealthy for all concerned—from farmer to factory worker to consumer. The book traces the development of the poultry industry since the Second World War, analyzing the impact of such changes as the destruction of the family farm, the processing of chicken into nuggets and patties, and the changing makeup of the industrial labor force. The author describes the lives of immigrant workers and their reception in the small towns where they live. The conclusion is clear: there has to be a better way. Striffler proposes radical but practical change, a plan that promises more humane treatment of chickens, better food for the consumer, and fair payment for food workers and farmers.

    In its companion volume River Notes, Lopez takes us into a different country where a nameless river flows through an animated world of herons, bears, and human beings.There is violence here, in the conflict of natural forces, in the people touching the river. There are landscapes, physical and spiritual, that we have not sensed, rituals we have not understood. Like the earlier peoples of our land, and like few American writers who have reentered this world, Barry Lopez respects the river and its imperatives, understands the language of cottonwoods and the salmon, and brings us in an extraordinary dance with a heron to the oneness with nature which is our heritage. ... [i]n these haunting, passionate stories Lopez brings us home to a deeply comforting unity with the natural world.From the first-edition dustjacket.