программирование

Машинное обучение с использованием Python, Сборник рецептов, Крис Э., 2019.

Книга содержит около 200 рецептов решения практических задач машинного обучения, таких как загрузка и обработка текстовых или числовых данных, отбор модели, уменьшение размерности и многие другие. Рассмотрена работа с языком Python и его библиотеками, в том числе pandas и scikit-leam. Решения всех задач сопровождаются подробными объяснениями. Каждый рецепт содержит работающий программный код, который можно вставлять, объединять и адаптировать, создавая собственное приложение. Приведены рецепты решений с использованием: векторов, матриц и массивов; обработки данных, текста, изображений, дат и времени; уменьшения размерности и методов выделения или отбора признаков; оценивания и отбора моделей; линейной и логистической регрессии, деревьев, лесов и к ближайших соседей; опорновекторных машин (SVM), наивных байесовых классификаторов, кластеризации и нейронных сетей; сохранения и загрузки натренированных моделей.

Справочник аналитических решений для интерпретации опытно-фильтрационных опробований, Синдаловский Л.Н., 2006.

В Справочнике обобщен и систематизирован мировой опыт по изучению и разработке аналитических решений для интерпретации опытных гидрогеологических опробований. Собранные в нем функциональные зависимости описывают практически все существующие типовые гидрогеологические схемы и различные технические условия проведения полевых экспериментов. Широко освещены аналитические и графоаналитические способы обработки опробований. В конце Справочника даются Приложения со специальными функциями, которые используются в приведенных аналитических зависимостях. Функции представлены в интегральном, табличном и графическом видах. Справочник предназначен для гидрогеологов (студентов, инженеров и научных работников), занимающихся изучением, обработкой и интерпретацией данных опытно-фильтрационных опробований, для специалистов по численному моделированию фильтрационных процессов, а также может являться пособием для программистов, создающих программные комплексы для анализа опытных работ.

Classical Cellular Automata, Mathematical Theory and Applications, Aladjev V., 2014.

In the book we present some of results of the work we have done in theory of classical Cellular Automata (CA) and their appendices during 1969-2013 in truth with considerable pauses. These results at present form essential constituent of the CA problems. In particular, we have studied such problems as the nonconstructability problem in CA, decomposition of global transition functions in CA, extremal constructive possibilities, complexity of finite configurations and global transition functions, parallel formal grammars along with languages defined by CA, the modelling problem in the classical CA, computer simulation of CA, certain applied aspects of CA, etc. At present, the CA problems is a rather well developed independent sphere of the mathematical cybernetics which has considerable field of numerous appendices. At that, with the equal right the CA problems can be considered as a component of such fields as discrete mathematics, the discrete parallel dynamic systems, complex systems and some others. In our opinion the book will present an indubitable interest for students, post-graduates and persons working for doctor's degree of the appropriate faculties of universities.

Mathematica, Functional and procedural programming, Aladjev V., Shishakov M., Vaganov V., 2020.

Software presented in the book contains a number of useful and effective receptions of the procedural and functional programming in Mathematica that extend the system software and allow sometimes much more efficiently and easily to program the software for various purposes. Among them there are means that are of interest from the point of view of including of their or their analogs in Mathematica, at the same time they use approaches, rather useful in programming of various applications. In addition, it must be kept in mind that the classification of the presented tools by their appointment in a certain measure has a rather conditional character because these tools can be crossed substantially among themselves by the functionality.

Functional and procedural programming in Mathematica, Aladjev V., Shishakov M., Vaganov V., 2020.

Software presented in the book contains a number of useful and effective receptions of the procedural and functional programming in Mathematica that extend the system software and allow sometimes much more efficiently and easily to program the software for various purposes. Among them there are means that are of interest from the point of view of including of their or their analogs in Mathematica, at the same time they use approaches, rather useful in programming of various applications. In addition, it must be kept in mind that the classification of the presented tools by their appointment in a certain measure has a rather conditional character because these tools can be crossed substantially among themselves by the functionality.

Software Etudes in the Mathematica, Aladjev V., Shishakov M., 2017.

Systems of computer mathematics find more and more broad application in a number of natural, economical and social fields. These systems are rather important tools for scientists, teachers, researchers and engineers, very well combining symbolical methods with advanced computing methods. One of leaders among tools of this class undoubtedly is the Mathematica system. The book focuses on a important aspect – modular programming supported by Mathematica. The given aspect is of particular importance not only for appendices but also above all it is quite important in the creation of the user tools that expand the most frequently used standard tools of the system and/or eliminate its shortcomings, or complement the new facilities.

Practical programming in Mathematica, Aladjev V., Shishakov M., Vaganov V., 2017.

Systems of computer mathematics find more and more broad application in a number of natural, economical and social fields. These systems are rather important tools for scientists, teachers, researchers and engineers, very well combining symbolical methods with advanced computing methods. One of leaders among tools of this class undoubtedly is the Mathematica system. The book focuses on a important aspect – modular programming supported by Mathematica. The given aspect is of particular importance not only for appendices but also above all it is quite important in the creation of the user tools that expand the most frequently used standard tools of the system and/or eliminate its shortcomings, or complement the new facilities.

Toolbox for the Mathematica programmers, Aladjev V., Vaganov V., 2016.

Systems of computer mathematics find more and more broad application in a number of natural, economical and social fields. These systems are rather important tools for scientists, teachers, researchers and engineers, very well combining symbolical methods with advanced computing methods. One of leaders among tools of this class undoubtedly is the Mathematica system. The book focuses on a important aspect – modular programming supported by Mathematica. The given aspect is of particular importance not only for appendices but also above all it is quite important in the creation of the user tools that expand the most frequently used standard tools of the system and/or eliminate its shortcomings, or complement the new facilities.