The Hitchhiker's Guide to Responsible Machine Learning PDF Download

Author: Przemys¿aw Biecek
Publisher: Scientific Foundation Smarterpoland.PL
ISBN: 9788365291127
Category :
Languages : en
Pages : 52

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Book Description
This book is a unique entanglement of theory, examples and processes relevant to Responsible Machine Learning. You will find intuitions and examples for Interpretable Machine Learning (IML) and eXplainable Artificial Intelligence (XAI). Descriptions are supplemented by code snippets with examples for R with the use of randomForest, mlr3 and DALEX packages. Finally, the process is shown through a comic book describing the adventures of two characters, Beta and Bit. The interaction of these two shows the decisions that analysts often face, whether to try a different model, try another technique for exploration or look for other data -- questions like how to compare models or validate them. All examples are fully reproducible so that one can replay all adventures on a local desktop. Model development is a responsible and challenging task but also an exciting adventure. Sometimes textbooks focus only on the technical side, losing all the fun. Here we are going to have it all.

Author: Przemyslaw Biecek
Publisher: CRC Press
ISBN: 0429651376
Category : Business & Economics
Languages : en
Pages : 312

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Book Description
Explanatory Model Analysis Explore, Explain and Examine Predictive Models is a set of methods and tools designed to build better predictive models and to monitor their behaviour in a changing environment. Today, the true bottleneck in predictive modelling is neither the lack of data, nor the lack of computational power, nor inadequate algorithms, nor the lack of flexible models. It is the lack of tools for model exploration (extraction of relationships learned by the model), model explanation (understanding the key factors influencing model decisions) and model examination (identification of model weaknesses and evaluation of model's performance). This book presents a collection of model agnostic methods that may be used for any black-box model together with real-world applications to classification and regression problems.

Author: Gerardus Blokdyk
Publisher: 5starcooks
ISBN: 9781489148360
Category :
Languages : en
Pages :

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Book Description
Do Java Machine Learning rules make a reasonable demand on a users capabilities? Are there any constraints known that bear on the ability to perform Java Machine Learning work? How is the team addressing them? Do we all define Java Machine Learning in the same way? Are there Java Machine Learning Models? Do we monitor the Java Machine Learning decisions made and fine tune them as they evolve? Defining, designing, creating, and implementing a process to solve a business challenge or meet a business objective is the most valuable role... In EVERY company, organization and department. Unless you are talking a one-time, single-use project within a business, there should be a process. Whether that process is managed and implemented by humans, AI, or a combination of the two, it needs to be designed by someone with a complex enough perspective to ask the right questions. Someone capable of asking the right questions and step back and say, 'What are we really trying to accomplish here? And is there a different way to look at it?' This Self-Assessment empowers people to do just that - whether their title is entrepreneur, manager, consultant, (Vice-)President, CxO etc... - they are the people who rule the future. They are the person who asks the right questions to make Java Machine Learning investments work better. This Java Machine Learning All-Inclusive Self-Assessment enables You to be that person. All the tools you need to an in-depth Java Machine Learning Self-Assessment. Featuring 722 new and updated case-based questions, organized into seven core areas of process design, this Self-Assessment will help you identify areas in which Java Machine Learning improvements can be made. In using the questions you will be better able to: - diagnose Java Machine Learning projects, initiatives, organizations, businesses and processes using accepted diagnostic standards and practices - implement evidence-based best practice strategies aligned with overall goals - integrate recent advances in Java Machine Learning and process design strategies into practice according to best practice guidelines Using a Self-Assessment tool known as the Java Machine Learning Scorecard, you will develop a clear picture of which Java Machine Learning areas need attention. Your purchase includes access details to the Java Machine Learning self-assessment dashboard download which gives you your dynamically prioritized projects-ready tool and shows your organization exactly what to do next. Your exclusive instant access details can be found in your book.

Author: Kenneth Reitz
Publisher: "O'Reilly Media, Inc."
ISBN: 1491933224
Category : Computers
Languages : en
Pages : 331

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Book Description
The Hitchhiker's Guide to Python takes the journeyman Pythonista to true expertise. More than any other language, Python was created with the philosophy of simplicity and parsimony. Now 25 years old, Python has become the primary or secondary language (after SQL) for many business users. With popularity comes diversityâ??and possibly dilution. This guide, collaboratively written by over a hundred members of the Python community, describes best practices currently used by package and application developers. Unlike other books for this audience, The Hitchhikerâ??s Guide is light on reusable code and heavier on design philosophy, directing the reader to excellent sources that already exist.

Author: Nagender Kumar Suryadevara
Publisher:
ISBN: 9781484268445
Category :
Languages : en
Pages : 0

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Book Description
Apply Artificial Intelligence techniques in the browser or on resource constrained computing devices. Machine learning (ML) can be an intimidating subject until you know the essentials and for what applications it works. This book takes advantage of the intricacies of the ML processes by using a simple, flexible and portable programming language such as JavaScript to work with more approachable, fundamental coding ideas. Using JavaScript programming features along with standard libraries, you'll first learn to design and develop interactive graphics applications. Then move further into neural systems and human pose estimation strategies. For training and deploying your ML models in the browser, TensorFlow.js libraries will be emphasized. After conquering the fundamentals, you'll dig into the wilderness of ML. Employ the ML and Processing (P5) libraries for Human Gait analysis. Building up Gait recognition with themes, you'll come to understand a variety of ML implementation issues. For example, you'll learn about the classification of normal and abnormal Gait patterns. With Beginning Machine Learning in the Browser, you'll be on your way to becoming an experienced Machine Learning developer. You will: Work with ML models, calculations, and information gathering Implement TensorFlow.js libraries for ML models Perform Human Gait Analysis using ML techniques in the browser.

Author: Steve Tobak
Publisher: Entrepreneur Press
ISBN: 1613083203
Category : Business & Economics
Languages : en
Pages : 321

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Book Description
Leaders Lead. Followers Follow. You Can't Do Both. Acknowledging the great irony that most of today's inspiring entrepreneurs are following the crowd instead of doing what innovative leaders like Richard Branson, Mark Zuckerberg, and Elon Musk did to become successful, Silicon Valley management consultant Steve Tobak delivers some truth: Nobody ever made it big by doing what everyone else is doing. Drawing upon decades of personal experience with hundreds of accomplished entrepreneurs, CEOs, and venture capitalists, Tobak provides a unique perspective on today's technology revolution, exposes popular myths that masquerade as common wisdom and shows you what it takes to become a successful entrepreneur and an exceptional business leaders in today's highly competitive world.

Author: Douglas Adams
Publisher: Pan Macmillan
ISBN: 0330513087
Category : Fiction
Languages : en
Pages : 233

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Book Description
'One of the greatest achievements in comedy. A work of staggering genius' - David Walliams An international phenomenon and pop-culture classic, The Hitchhiker's Guide to the Galaxy has been a radio show, TV series, novel, stage play, comic book and film. Following the galactic (mis)adventures of Arthur Dent, Hitchhiker’s in its various incarnations has captured the imaginations of curious minds around the world . . . It's an ordinary Thursday lunchtime for Arthur Dent until his house gets demolished. The Earth follows shortly afterwards to make way for a new hyperspace express route, and his best friend has just announced that he's an alien. At this moment, they're hurtling through space with nothing but their towels and an innocuous-looking book inscribed, in large friendly letters, with the words: DON'T PANIC. The weekend has only just begun . . . This 42nd Anniversary Edition includes exclusive bonus material from the Douglas Adams archives, and an introduction by former Doctor Who showrunner, Russell T Davies. Continue Arthur Dent's intergalactic adventures in the rest of the trilogy with five parts: The Restaurant at the End of the Universe, Life, the Universe and Everything, So Long, and Thanks for All the Fish, and Mostly Harmless.

Author: Douglas Adams
Publisher: Del Rey
ISBN: 0307422224
Category : Fiction
Languages : en
Pages : 255

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Book Description
Now celebrating the 42nd anniversary of The Hitchhiker’s Guide to the Galaxy, soon to be a Hulu original series! “Hitchhiker fans rejoice! . . . [Here’s] more of the same zany nonsensical mayhem.”—The New York Times Book Review It’s easy to get disheartened when your planet has been blown up and the woman you love has vanished due to a misunderstanding about space/time. However, instead of being disheartened, Arthur Dent makes the terrible mistake of starting to enjoy life a bit—and immediately all hell breaks loose. Hell takes a number of forms: there’s the standard Ford Prefect version, in the shape of an all-new edition of The Hitchhiker’s Guide to the Galaxy, and a totally unexpected manifestation in the form of a teenage girl who startles Arthur Dent by being his daughter when he didn’t even know he had one. Can Arthur save the Earth from total multidimensional obliteration? Can he save the Guide from a hostile alien takeover? Can he save his daughter, Random, from herself? Of course not. He never works out exactly what is going on. Will you? “Douglas Adams is a terrific satirist. . . . He is anything but harmless.”—The Washington Post Book World

Author: Francesco Corea
Publisher: Springer
ISBN: 3030044688
Category : Technology & Engineering
Languages : en
Pages : 131

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Book Description
This book reflects the author’s years of hands-on experience as an academic and practitioner. It is primarily intended for executives, managers and practitioners who want to redefine the way they think about artificial intelligence (AI) and other exponential technologies. Accordingly the book, which is structured as a collection of largely self-contained articles, includes both general strategic reflections and detailed sector-specific information. More concretely, it shares insights into what it means to work with AI and how to do it more efficiently; what it means to hire a data scientist and what new roles there are in the field; how to use AI in specific industries such as finance or insurance; how AI interacts with other technologies such as blockchain; and, in closing, a review of the use of AI in venture capital, as well as a snapshot of acceleration programs for AI companies.

Author: N. Joll
Publisher: Springer
ISBN: 0230392652
Category : Performing Arts
Languages : en
Pages : 320

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Book Description
The Hitchhiker's Guide to the Galaxy provides an excellent way of looking at some intriguing issues in philosophy, from vegetarianism and Artificial Intelligence to God, space and time. This is an entertaining yet thought provoking volume for students, philosophers and fans of The Hitchhiker's series.