BOOKS - Quant Developers' Tools and Techniques in Python Volume 1 Statistics, Visuali...
Quant Developers
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Quant Developers' Tools and Techniques in Python Volume 1 Statistics, Visualization, Pandas DataFrame, Simple- & Multiple Linear Regression
Author: Manfred Hindering
Year: 2024
Pages: 860
Format: EPUB
File size: 16.3 MB
Language: ENG



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Book Description: Quant Developers' Tools and Techniques in Python Volume 1 Statistics Visualization Pandas DataFrame Simple Multiple Linear Regression is a comprehensive guide to mastering the tools and techniques of quantitative development using Python programming language. The book covers various aspects of data analysis, visualization, and machine learning, providing readers with a solid foundation in these areas. It begins by introducing the basics of statistics and visualization before delving into more advanced topics such as multiple linear regression, feature engineering, and model selection. With practical examples and exercises throughout, this book is perfect for both beginners and experienced developers looking to enhance their skills in quantitative development. The book is divided into four parts: Part I focuses on statistical concepts and their implementation in Python, Part II explores data visualization techniques using Matplotlib and Seaborn libraries, Part III delves into more advanced topics like feature engineering and model selection, and Part IV provides a detailed overview of multiple linear regression. Each part is further divided into chapters that cover specific topics, making it easy for readers to navigate through the content. Throughout the book, the author emphasizes the importance of understanding the underlying principles of technology evolution and its impact on society. He argues that developing a personal paradigm for perceiving the technological process of developing modern knowledge is crucial for survival in today's rapidly changing world. By studying and mastering the tools and techniques presented in this book, readers will gain a deeper appreciation for the role of technology in shaping our future and be better equipped to contribute to the unification of humanity in a warring state.
Quant Developers 'Tools and Techniques in Python Volume 1 Statistics Visualization Pandas DataFrame mple Multiple Linear Regression - комплексное руководство по освоению инструментов и техник количественной разработки с использованием языка программирования Python. Книга охватывает различные аспекты анализа данных, визуализации и машинного обучения, предоставляя читателям прочную основу в этих областях. Он начинается с введения основ статистики и визуализации, прежде чем углубиться в более продвинутые темы, такие как множественная линейная регрессия, проектирование элементов и выбор модели. Эта книга с практическими примерами и упражнениями идеально подходит как для начинающих, так и для опытных разработчиков, которые хотят улучшить свои навыки в количественном развитии. Книга разделена на четыре части: Часть I посвящена статистическим концепциям и их реализации на Python, Часть II исследует методы визуализации данных с использованием библиотек Matplotlib и Seaborn, Часть III углубляется в более продвинутые темы, такие как feature engineering и выбор модели, а Часть IV предоставляет подробный обзор множественной линейной регрессии. Каждая часть дополнительно разделена на главы, которые охватывают определенные темы, что позволяет читателям легко перемещаться по содержимому. На протяжении всей книги автор подчеркивает важность понимания основополагающих принципов эволюции технологий и ее влияния на общество. Он утверждает, что разработка личной парадигмы восприятия технологического процесса развития современных знаний имеет решающее значение для выживания в современном быстро меняющемся мире. Изучая и осваивая инструменты и техники, представленные в этой книге, читатели получат более глубокую оценку роли технологий в формировании нашего будущего и будут лучше подготовлены, чтобы внести свой вклад в объединение человечества в воюющем государстве.
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