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Название: Practical Machine Learning with R and Python: Machine Learning in Stereo, Third Edition Автор: Tinniam V Ganesh Издательство: Amazon Digital Services LLC ASIN: B07MP845XB Год: 2018 Страниц: 442 Язык: английский Формат: epub, pdf (conv) Размер: 10.5 MB
This book implements many common Machine Learning algorithms in equivalent R and Python. This is the 3rd edition of the book. The book touches on R and Python implementations of different regression models, classification algorithms including logistic regression, KNN classification, SVMs, b-splines, random forest, boosting etc. Other techniques like best-fit, forward fit, backward fit, and lasso and ridge regression are also covered. The book further touches on classification metrics for computing accuracy, recall, precision etc. There are implementations of validation, ROC and AUC curves in both R and Python. Finally, the book covers unsupervised learning methods like K-Means, PCA and Hierarchical clustering. The book is well suited for the novice and the expert. |
Разместил: Ingvar16 21-05-2019, 13:51 | Комментарии: 0 | Подробнее
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Название: Code Generation, Analysis Tools, and Testing for Quality (Advances in Computer and Electrical Engineering (ACEE)) Автор: Ricardo Alexandre Peixoto de Queiros, Alberto Simoes Издательство: Год: 2019 Страниц: 307 Язык: английский Формат: pdf (true), djvu Размер: 10,1 MB
Несмотря на достижения, достигнутые в программировании, все еще не хватает достаточных методов контроля качества. Хотя стандарты кода пытаются заставить программистов следовать определенному набору правил, существует немного инструментов, которые действительно имеют дело с автоматическим рефакторингом этого кода, и оценка охвата этих тестов все еще остается проблемой. Книга "Генерация кода, инструменты анализа и тестирование на качество" - это важный справочный источник, в котором обсуждаются вопросы создания и написания компьютерного кода и методы контроля качества, такие как анализ и тестирование. |
Разместил: Ingvar16 20-05-2019, 20:37 | Комментарии: 0 | Подробнее
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Название: The Art of High Performance Computing for Computational Science, Vol. 1: Techniques of Speedup and Parallelization for General Purposes Автор: Masaaki Geshi Издательство: Springer Год: 2019 Страниц: 222 Язык: английский Формат: pdf (true), epub Размер: 23.2 MB
This book provides basic and practical techniques of parallel computing and related methods of numerical analysis for researchers who conduct numerical calculation and simulation. Although the techniques provided in this book are field-independent, these methods can be used in fields such as physics, chemistry, biology, earth sciences, space science, meteorology, disaster prevention, and manufacturing. In particular, those who develop software code in these areas will find this book useful. The contents are suitable for graduate students and researchers in computational science rather than novices at programming or informed experts in computer science. |
Разместил: Ingvar16 20-05-2019, 19:47 | Комментарии: 0 | Подробнее
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Название: Longitudinal Data Analysis: Autoregressive Linear Mixed Effects Models Автор: Ikuko Funatogawa, Takashi Funatogawa Издательство: Springer Год: 2019 (2018 edition) Страниц: 150 Язык: английский Формат: pdf (true), epub Размер: 15.6 MB
This book provides a new analytical approach for dynamic data repeatedly measured from multiple subjects over time. Random effects account for differences across subjects. Auto-regression in response itself is often used in time series analysis. In longitudinal data analysis, a static mixed effects model is changed into a dynamic one by the introduction of the auto-regression term. Response levels in this model gradually move toward an asymptote or equilibrium which depends on covariates and random effects. The book provides relationships of the autoregressive linear mixed effects models with linear mixed effects models, marginal models, transition models, nonlinear mixed effects models, growth curves, differential equations, and state space representation. |
Разместил: Ingvar16 20-05-2019, 18:54 | Комментарии: 0 | Подробнее
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Название: Bayesian Methods for Hackers: Probabilistic Programming and Bayesian Inference Автор: Cameron Davidson-Pilon Издательство: Addison-Wesley Professional Год: 2015 Формат: PDF Размер: 20 Мб Язык: английский / English
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. |
Разместил: black 20-05-2019, 16:49 | Комментарии: 0 | Подробнее
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 Название: Практикум по динамическому программированию Автор(ы): Деменков Н.П. Издательство: МГТУ Год: 2015 Страниц: 100 Формат: PDF Размер: 13 Мб Язык: русский
Изложены примеры решения задач оптимального управления на основе динамического программирования Р. Беллмана. Для студентов МГТУ им. Н. Э. Баумана, изучающих дисциплины "Оптимальное управление детерминированными процессами", "Управление в технических системах", "Алгоритмическое и программное обеспечение систем управления", "Основы автоматики и системы автоматического управления". Настоящее издание будет полезным также для научных работников, инженеров, аспирантов и студентов старших курсов технических университетов. |
Разместил: MIHAIL62 20-05-2019, 15:36 | Комментарии: 0 | Подробнее
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Название: Network Programming with Swift: Tools and Techniques to Create iOS and OS X Apps that Network Автор: Karl Kowalski Издательство: Addison-Wesley Professional Год: 2018 Страниц: 350 Язык: английский Формат: epub, azw3, pdf (conv) Размер: 10.1 MB
Writing networking code has never been easy, but in an era where practically every app is a connected app, these skills are absolutely essential. Apple's networking libraries for iOS and OS X offer complete facilities for creating code to network with websites, databases, and even other devices running your app. Often, however, Apple's documentation doesn't cover the details, subtleties, and scenarios you need to know about. In Network Programming with Swift, expert network programmer Karl G. Kowalski brings together all the knowledge and code recipes you need to create network-ready apps for iOS or OS X. |
Разместил: Ingvar16 20-05-2019, 11:57 | Комментарии: 0 | Подробнее
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Название: Hadoop in Practice Автор: Alex Holmes Издательство: Manning Год: 2015 Формат: pdf Страниц: 672 Для сайта: mymirknig.ru Размер: 17.2 Мб Язык: английский
Hadoop in Practice, Second Edition provides over 100 tested, instantly useful techniques that will help you conquer big data, using Hadoop. This revised new edition covers changes and new features in the Hadoop core architecture, including MapReduce 2. Brand new chapters cover YARN and integrating Kafka, Impala, and Spark SQL with Hadoop. You'll also get new and updated techniques for Flume, Sqoop, and Mahout, all of which have seen major new versions recently. In short, this is the most practical, up-to-date coverage of Hadoop available anywhere.
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Разместил: 366887 20-05-2019, 09:29 | Комментарии: 0 | Подробнее
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Название: Foundations of Software Science and Computation Structures: 20th International Conference, FOSSACS 2017 Автор: Javier Esparza and Andrzej S. Murawski Издательство: Springer Год: 2017 Формат: PDF Размер: 13 Мб Язык: английский / English
This book constitutes the proceedings of the 20th International Conference on Foundations of Software Science and Computation Structures, FOSSACS 2017, which took place in Uppsala, Sweden in April 2017, held as Part of the European Joint Conferences on Theory and Practice of Software, ETAPS 2017. |
Разместил: black 19-05-2019, 20:56 | Комментарии: 0 | Подробнее
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Название: Nest.js: A Progressive Node.js Framework Автор: Jay Bell, Greg Magolan, David Guijarro Издательство: Bleeding Edge Press Год: 2018 Страниц: 313 Язык: английский Формат: pdf (true), djvu Размер: 10.1 MB
There are so many available web frameworks, and with the advent of Node.js, even more have been released. javascript frameworks go in and out of style very quickly as web technologies change and grow. Nest.js is a good starting point for many developers that are looking to use a modern web framework because it uses a language that is very similar to that of the most used language on the web to this day, javascript. Many developers were taught programming using languages such as Java or C/C++, which are both strict languages, so using javascript can be a little awkward and easy to make mistakes given the lack of type safety. Nest.js uses TypeScript, which is a happy medium. It is a language that provides the simplicity and power of javascript with the type safety of other languages you may be used to. |
Разместил: Ingvar16 19-05-2019, 13:39 | Комментарии: 0 | Подробнее
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