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  • Sprache: Englisch

    Verlag: Pearson Education (US), 2015

    0133902838 / 9780133902839

    • Softcover

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    Paperback. Zustand: Very Good. Master Bayesian Inference through Practical Examples and Computation?Without Advanced Mathematical Analysis Bayesian methods of inference are deeply natural and extremely powerful. However, most discussions of Bayesian inference rely on intensely complex mathematical analyses and artificial examples, making it inaccessible to anyone without a strong mathematical background. Now, though, Cameron Davidson-Pilon introduces Bayesian inference from a computational perspective, bridging theory to practice?freeing you to get results using computing power. Bayesian Methods for Hackers illuminates Bayesian inference through probabilistic programming with the powerful PyMC language and the closely related Python tools NumPy, SciPy, and Matplotlib. Using this approach, you can reach effective solutions in small increments, without extensive mathematical intervention. Davidson-Pilon begins by introducing the concepts underlying Bayesian inference, comparing it with other techniques and guiding you through building and training your first Bayesian model. Next, he introduces PyMC through a series of detailed examples and intuitive explanations that have been refined after extensive user feedback. You?ll learn how to use the Markov Chain Monte Carlo algorithm, choose appropriate sample sizes and priors, work with loss functions, and apply Bayesian inference in domains ranging from finance to marketing. Once you?ve mastered these techniques, you?ll constantly turn to this guide for the working PyMC code you need to jumpstart future projects. Coverage includes ? Learning the Bayesian ?state of mind? and its practical implications ? Understanding how computers perform Bayesian inference ? Using the PyMC Python library to program Bayesian analyses ? Building and debugging models with PyMC ? Testing your model?s ?goodness of fit? ? Opening the ?black box? of the Markov Chain Monte Carlo algorithm to see how and why it works ? Leveraging the power of the ?Law of Large Numbers? ? Mastering key concepts, such as clustering, convergence, autocorrelation, and thinning ? Using loss functions to measure an estimate?s weaknesses based on your goals and desired outcomes ? Selecting appropriate priors and understanding how their influence changes with dataset size ? Overcoming the ?exploration versus exploitation? dilemma: deciding when ?pretty good? is good enough ? Using Bayesian inference to improve A/B testing ? Solving data science problems when only small amounts of data are available Cameron Davidson-Pilon has worked in many areas of applied mathematics, from the evolutionary dynamics of genes and diseases to stochastic modeling of financial prices. His contributions to the open source community include lifelines, an implementation of survival analysis in Python. Educated at the University of Waterloo and at the Independent University of Moscow, he currently works with the online commerce leader Shopify.…

  • Sprache: Englisch

    Verlag: Pearson Education (US), 2015

    0133902838 / 9780133902839

    • Softcover

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    Paperback. Zustand: Good. Master Bayesian Inference through Practical Examples and Computation?Without Advanced Mathematical Analysis Bayesian methods of inference are deeply natural and extremely powerful. However, most discussions of Bayesian inference rely on intensely complex mathematical analyses and artificial examples, making it inaccessible to anyone without a strong mathematical background. Now, though, Cameron Davidson-Pilon introduces Bayesian inference from a computational perspective, bridging theory to practice?freeing you to get results using computing power. Bayesian Methods for Hackers illuminates Bayesian inference through probabilistic programming with the powerful PyMC language and the closely related Python tools NumPy, SciPy, and Matplotlib. Using this approach, you can reach effective solutions in small increments, without extensive mathematical intervention. Davidson-Pilon begins by introducing the concepts underlying Bayesian inference, comparing it with other techniques and guiding you through building and training your first Bayesian model. Next, he introduces PyMC through a series of detailed examples and intuitive explanations that have been refined after extensive user feedback. You?ll learn how to use the Markov Chain Monte Carlo algorithm, choose appropriate sample sizes and priors, work with loss functions, and apply Bayesian inference in domains ranging from finance to marketing. Once you?ve mastered these techniques, you?ll constantly turn to this guide for the working PyMC code you need to jumpstart future projects. Coverage includes ? Learning the Bayesian ?state of mind? and its practical implications ? Understanding how computers perform Bayesian inference ? Using the PyMC Python library to program Bayesian analyses ? Building and debugging models with PyMC ? Testing your model?s ?goodness of fit? ? Opening the ?black box? of the Markov Chain Monte Carlo algorithm to see how and why it works ? Leveraging the power of the ?Law of Large Numbers? ? Mastering key concepts, such as clustering, convergence, autocorrelation, and thinning ? Using loss functions to measure an estimate?s weaknesses based on your goals and desired outcomes ? Selecting appropriate priors and understanding how their influence changes with dataset size ? Overcoming the ?exploration versus exploitation? dilemma: deciding when ?pretty good? is good enough ? Using Bayesian inference to improve A/B testing ? Solving data science problems when only small amounts of data are available Cameron Davidson-Pilon has worked in many areas of applied mathematics, from the evolutionary dynamics of genes and diseases to stochastic modeling of financial prices. His contributions to the open source community include lifelines, an implementation of survival analysis in Python. Educated at the University of Waterloo and at the Independent University of Moscow, he currently works with the online commerce leader Shopify.…

  • Sprache: Englisch

    Verlag: Addison-Wesley Professional (edition 1), 2015

    0133902838 / 9780133902839

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    Paperback. Zustand: Very Good. 1. It's a well-cared-for item that has seen limited use. The item may show minor signs of wear. All the text is legible, with all pages included. It may have slight markings and/or highlighting.

  • Sprache: Englisch

    Verlag: Addison-Wesley Professional, 2015

    0133902838 / 9780133902839

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  • Sprache: Englisch

    Verlag: Addison Wesley Professional, 2015

    0133902838 / 9780133902839

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  • Sprache: Englisch

    Verlag: Pearson Education (US), 2015

    0133902838 / 9780133902839

    • Softcover

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    Paperback. Zustand: Good. Master Bayesian Inference through Practical Examples and Computation?Without Advanced Mathematical Analysis Bayesian methods of inference are deeply natural and extremely powerful. However, most discussions of Bayesian inference rely on intensely complex mathematical analyses and artificial examples, making it inaccessible to anyone without a strong mathematical background. Now, though, Cameron Davidson-Pilon introduces Bayesian inference from a computational perspective, bridging theory to practice?freeing you to get results using computing power. Bayesian Methods for Hackers illuminates Bayesian inference through probabilistic programming with the powerful PyMC language and the closely related Python tools NumPy, SciPy, and Matplotlib. Using this approach, you can reach effective solutions in small increments, without extensive mathematical intervention. Davidson-Pilon begins by introducing the concepts underlying Bayesian inference, comparing it with other techniques and guiding you through building and training your first Bayesian model. Next, he introduces PyMC through a series of detailed examples and intuitive explanations that have been refined after extensive user feedback. You?ll learn how to use the Markov Chain Monte Carlo algorithm, choose appropriate sample sizes and priors, work with loss functions, and apply Bayesian inference in domains ranging from finance to marketing. Once you?ve mastered these techniques, you?ll constantly turn to this guide for the working PyMC code you need to jumpstart future projects. Coverage includes ? Learning the Bayesian ?state of mind? and its practical implications ? Understanding how computers perform Bayesian inference ? Using the PyMC Python library to program Bayesian analyses ? Building and debugging models with PyMC ? Testing your model?s ?goodness of fit? ? Opening the ?black box? of the Markov Chain Monte Carlo algorithm to see how and why it works ? Leveraging the power of the ?Law of Large Numbers? ? Mastering key concepts, such as clustering, convergence, autocorrelation, and thinning ? Using loss functions to measure an estimate?s weaknesses based on your goals and desired outcomes ? Selecting appropriate priors and understanding how their influence changes with dataset size ? Overcoming the ?exploration versus exploitation? dilemma: deciding when ?pretty good? is good enough ? Using Bayesian inference to improve A/B testing ? Solving data science problems when only small amounts of data are available Cameron Davidson-Pilon has worked in many areas of applied mathematics, from the evolutionary dynamics of genes and diseases to stochastic modeling of financial prices. His contributions to the open source community include lifelines, an implementation of survival analysis in Python. Educated at the University of Waterloo and at the Independent University of Moscow, he currently works with the online commerce leader Shopify.…

  • Sprache: Englisch

    Verlag: Pearson Education (US), 2015

    0133902838 / 9780133902839

    • Softcover

    Anbieter: World of Books Inc, Montgomery, IL, USAWorld of Books Inc

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    Paperback. Zustand: Very Good. Master Bayesian Inference through Practical Examples and Computation?Without Advanced Mathematical Analysis Bayesian methods of inference are deeply natural and extremely powerful. However, most discussions of Bayesian inference rely on intensely complex mathematical analyses and artificial examples, making it inaccessible to anyone without a strong mathematical background. Now, though, Cameron Davidson-Pilon introduces Bayesian inference from a computational perspective, bridging theory to practice?freeing you to get results using computing power. Bayesian Methods for Hackers illuminates Bayesian inference through probabilistic programming with the powerful PyMC language and the closely related Python tools NumPy, SciPy, and Matplotlib. Using this approach, you can reach effective solutions in small increments, without extensive mathematical intervention. Davidson-Pilon begins by introducing the concepts underlying Bayesian inference, comparing it with other techniques and guiding you through building and training your first Bayesian model. Next, he introduces PyMC through a series of detailed examples and intuitive explanations that have been refined after extensive user feedback. You?ll learn how to use the Markov Chain Monte Carlo algorithm, choose appropriate sample sizes and priors, work with loss functions, and apply Bayesian inference in domains ranging from finance to marketing. Once you?ve mastered these techniques, you?ll constantly turn to this guide for the working PyMC code you need to jumpstart future projects. Coverage includes ? Learning the Bayesian ?state of mind? and its practical implications ? Understanding how computers perform Bayesian inference ? Using the PyMC Python library to program Bayesian analyses ? Building and debugging models with PyMC ? Testing your model?s ?goodness of fit? ? Opening the ?black box? of the Markov Chain Monte Carlo algorithm to see how and why it works ? Leveraging the power of the ?Law of Large Numbers? ? Mastering key concepts, such as clustering, convergence, autocorrelation, and thinning ? Using loss functions to measure an estimate?s weaknesses based on your goals and desired outcomes ? Selecting appropriate priors and understanding how their influence changes with dataset size ? Overcoming the ?exploration versus exploitation? dilemma: deciding when ?pretty good? is good enough ? Using Bayesian inference to improve A/B testing ? Solving data science problems when only small amounts of data are available Cameron Davidson-Pilon has worked in many areas of applied mathematics, from the evolutionary dynamics of genes and diseases to stochastic modeling of financial prices. His contributions to the open source community include lifelines, an implementation of survival analysis in Python. Educated at the University of Waterloo and at the Independent University of Moscow, he currently works with the online commerce leader Shopify.…

  • Sprache: Englisch

    Verlag: Addison-Wesley Professional, 2015

    0133902838 / 9780133902839

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  • Sprache: Englisch

    Verlag: Addison-Wesley Professional, 2015

    0133902838 / 9780133902839

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  • Sprache: Englisch

    Verlag: Pearson India, 2015

    9353063647 / 9789353063641

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    Soft cover. Zustand: New. ISBN:9789353063641,Territorial restriction maybe printed on the book. This is an Int'l edition, ISBN and cover may differ from US edition, Contents same as US edition.

  • Sprache: Englisch

    Verlag: Addison-Wesley Professional, 2015

    0133902838 / 9780133902839

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    Paperback. Zustand: Used; Good. **SHIPPED FROM UK** We believe you will be completely satisfied with our quick and reliable service. All orders are dispatched as swiftly as possible! Buy with confidence! Greener Books.

  • Sprache: Englisch

    Verlag: Addison-Wesley Professional, 2015

    0133902838 / 9780133902839

    • Softcover

    Anbieter: Greener Books, London, Vereinigtes KönigreichGreener Books

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    Paperback. Zustand: Used; Very Good. **SHIPPED FROM UK** We believe you will be completely satisfied with our quick and reliable service. All orders are dispatched as swiftly as possible! Buy with confidence! Greener Books.

  • Sprache: Englisch

    Verlag: PEARSON INDIA, 2015

    9353063647 / 9789353063641

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    Zustand: Good. Item in good condition. Textbooks may not include supplemental items i.e. CDs, access codes etc.

  • Sprache: Englisch

    Verlag: PEARSON INDIA, 2015

    9353063647 / 9789353063641

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    Zustand: New. Brand New. Soft Cover International Edition. Different ISBN and Cover Image. Priced lower than the standard editions which is usually intended to make them more affordable for students abroad. The core content of the book is generally the same as the standard edition. The country selling restrictions may be printed on the book but is no problem for the self-use. This Item maybe shipped from US or any other country as we have multiple locations worldwide.…

  • Sprache: Englisch

    Verlag: PEARSON INDIA, 2015

    9353063647 / 9789353063641

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    Zustand: New. Brand New, Softcover edition. This item may ship from the US or our Overseas warehouse depending on your location and stock availability.

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    Sprache: Englisch

    Verlag: Pearson Education (US), 2015

    0133902838 / 9780133902839

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    Softcover. Zustand: As New. Leichte Kratzer / Abnutzungen / Druckstellen. The next generation of problems will not have deterministic solutions - the solutions will be statistical that rely on mountains, or mounds, of data. Bayesian methods offer a very flexible and extendible framework to solve these types of problems. For programming students with minimal background in mathematics, this example-heavy guide emphasizes the new technologies that have allowed the inference to be abstracted from complicated underlying mathematics. Using Bayesian Methods for Hackers, students can start leveraging powerful Bayesian tools right now -- gradually deepening their theoretical knowledge while already achieving powerful results in areas ranging from marketing to finance.…

  • Weitere Bilder

    Sprache: Englisch

    Verlag: Pearson Education (US), 2015

    0133902838 / 9780133902839

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    Softcover. Zustand: Fine. Leichte Gebrauchsspuren; Leichte Verschmutzung / Farbtonveränderung. The next generation of problems will not have deterministic solutions - the solutions will be statistical that rely on mountains, or mounds, of data. Bayesian methods offer a very flexible and extendible framework to solve these types of problems. For programming students with minimal background in mathematics, this example-heavy guide emphasizes the new technologies that have allowed the inference to be abstracted from complicated underlying mathematics. Using Bayesian Methods for Hackers, students can start leveraging powerful Bayesian tools right now -- gradually deepening their theoretical knowledge while already achieving powerful results in areas ranging from marketing to finance.…

  • Sprache: Englisch

    Verlag: PEARSON INDIA, 2015

    9353063647 / 9789353063641

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    Paperback. Zustand: New Books. Brand New! Fast Delivery This is an International Edition and ship within 24-48 hours. Deliver by FedEx and Dhl, & Aramex, UPS, & USPS and we do accept APO and PO BOX Addresses. Order can be delivered worldwide within 6-10 days and we do have flat rate for up to 2LB. Extra shipping charges will be requested if the Book weight is more than 5 LB. This Item May be shipped from India, United states & United Kingdom. Depending on your location and availability. …

  • Sprache: Englisch

    Verlag: Addison-Wesley Professional, 2015

    0133902838 / 9780133902839

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  • Sprache: Englisch

    Verlag: Addison-Wesley Professional, 2015

    0133902838 / 9780133902839

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    Paperback. Zustand: Brand New. 226 pages. 7.00x9.50x0.50 inches. In Stock.

  • Sprache: Englisch

    Verlag: Prentice-Hall, 2015

    0133902838 / 9780133902839

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  • Sprache: Englisch

    Verlag: Prentice-Hall, 2015

    0133902838 / 9780133902839

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