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Andreas Müller, Sarah Guido ... 400 pages - Publisher: O'Reilly Media; (October, 2016) ... Language: English - ISBN-10: 1449369413 - ISBN-13: 978-1449369415.

Machine learning has become an integral part of many commercial applications and research projects, but this field is not exclusive to large companies with extensive research teams. If you use Python, even as a beginner, this book will teach you practical ways to build your own machine learning solutions. With all the data available today, machine learning applications are limited only by your imagination. You’ll learn the steps necessary to create a successful machine-learning application with Python and the scikit-learn library. Authors Andreas Müller and Sarah Guido focus on the practical aspects of using machine learning algorithms, rather than the math behind them. Familiarity with the NumPy and matplotlib libraries will help you get even more from this book.

With this book, you’ll learn: Fundamental concepts and applications of machine learning + Advantages and shortcomings of widely used machine learning algorithms + How to represent data processed by machine learning, including which data aspects to focus on + Advanced methods for model evaluation and parameter tuning + The concept of pipelines for chaining models and encapsulating your workflow + Methods for working with text data, including text-specific processing techniques + Suggestions for improving your machine learning and data science skills.

Athanassios Nikolaides ... 924 pages - Publisher: CRC Press; (November, 2014) ... Language: English - ISBN-10: 146657996X - ISBN-13: 978-1466579965.

Highway Engineering: Pavements, Materials and Control of Quality covers the basic principles of pavement management, highlights recent advancements, and details the latest industry standards and techniques in the global market. Utilizing the author’s more than 30 years of teaching, researching, and consulting experience, this text focuses on the design, construction, maintenance, and management of pavements for roads and highways, and covers the main topics in highway engineering. The author integrates pavement materials, material testing for acceptability and quality assurance, asphalt mix design, flexible and rigid pavement design, construction, maintenance and strengthening procedures, quality control of production and acceptance of asphalts, pavement evaluation, asphalt plants, and pavement recycling. He also includes both European and American (ASTM and AASHTO) standards and practice, and is extensively illustrated with references, tables, graphs, charts, and photographs.

The book contains 18 chapters that cover: Soils for roadworks + Aggregates for unbound, hydraulically bound materials, and bituminous mixtures + Bitumen and bituminous binders + Laboratory tests and properties of paving bitumen and bitumen emulsion + Hot and cold bituminous mixtures + Fundamental mechanical properties of bituminous mixtures and testing + Production, transportation, laying, and compaction of bituminous mixtures + Quality control and acceptance of bituminous mixtures + Methods for determining stresses and strains in pavements + Pavement design and construction + Thickness design methodologies for flexible and rigid pavements + Pavement maintenance + Rehabilitation and strengthening + Pavement evaluation + Equipment for measuring surface and structural characteristics + Pavement management + Pavement recycling. Written for civil engineering students and engineers engaged in highway projects or laboratory testing.

Krzysztof Blazejowski ... 344 pages - Publisher: CRC Press; (November, 2010) ... Language: English - ISBN-10: 1439819718 - ISBN-13: 978-1439819715

In the years since the development and subsequent success of Stone Matrix Asphalt (SMA), a plethora of articles have emerged, scattered throughout various publications. The time is right for a comprehensive resource that collects, examines, and organizes this information and makes it easily accessible. A compilation and distillation of the latest knowledge available, Stone Matrix Asphalt: Theory and Practice describes SMA, from its origin through implementation, and explores various methods and design approaches. Detailing the requirements and materials for the mix, including asphalt binder, aggregates, and stabilizers, the book covers standard and alternative design methods and their execution, as well as best practices and production processes. It addresses issues such as permanent deformation and fatigue resistance, as well as special applications, such as bridge deck surfacing and airfields. The book uses practical examples to illustrate theory, presents practical tips useful in everyday work, and includes a review of problems that can occur during laydown, and their potential solutions.

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