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Jalil Villalobos Alva ... 448 pages - Language: English - Publisher: Apress; 2nd edition (July, 2024).

Enhance your data science programming and analysis with the Wolfram programming language and Mathematica, an applied mathematical tools suite. This second edition introduces the latest LLM Wolfram capabilities, delves into the exploration of data types in Mathematica, covers key programming concepts, and includes code performance and debugging techniques for code optimization.

You’ll gain a deeper understanding of data science from a theoretical and practical perspective using Mathematica and the Wolfram Language. Learning this language makes your data science code better because it is very intuitive and comes with pre-existing functions that can provide a welcoming experience for those who use other programming languages. Existing topics have been reorganized for better context and to accommodate the introduction of Notebook styles. The book also incorporates new functionalities in code versions 13 and 14 for imported and exported data.

You’ll see how to use Mathematica, where data management and mathematical computations are needed. Along the way, you’ll appreciate how Mathematica provides an entirely integrated platform: its symbolic and numerical calculation result in a mized syntax, allowing it to carry out various processes without superfluous lines of code. You’ll learn to use its notebooks as a standard format, which also serves to create detailed reports of the processes carried out.

What You Will Learn: Create datasets, work with data frames, and create tables + Import, export, analyze, and visualize data + Work with the Wolfram data repository + Build reports on the analysis + Use Mathematica for machine learning, with different algorithms, including linear, multiple, and logistic regression; decision trees; and data clustering.

Charu C. Aggarwal ... 553 pages - Language: English - Publisher: Springer; 2nd edition (June, 2023).

Neural networks were developed to simulate the human nervous system for Machine Learning tasks by treating the computational units in a learning model in a manner similar to human neurons. The grand vision of neural networks is to create artificial intelligence by building machines whose architecture simulates the computations in the human nervous system. Although the biological model of neural networks is an exciting one and evokes comparisons with science fiction, neural networks have a much simpler and mundane mathematical basis than a complex biological system. The neural network abstraction can be viewed as a modular approach of enabling learning algorithms that are based on continuous optimization on a computational graph of mathematical dependencies between the input and output. These ideas are strikingly similar to classical optimization methods in control theory, which historically preceded the development of neural network algorithms.

Neural networks were developed soon after the advent of computers in the fifties and sixties. Rosenblatt’s perceptron algorithm was seen as a fundamental cornerstone of neural networks, which caused an initial period of euphoria — it was soon followed by disappointment as the initial successes were somewhat limited. Eventually, at the turn of the century, greater data availability and increasing computational power lead to increased successes of neural networks, and this area was reborn under the new label of “Deep Learning.” Although we are still far from the day that Artificial Intelligence (AI) is close to human performance, there are specific domains like image recognition, self-driving cars, and game playing, where AI has matched or exceeded human performance. It is also hard to predict what AI might be able to do in the future. For example, few computer vision experts would have thought two decades ago that any automated system could ever perform an intuitive task like categorizing an image more accurately than a human. The large amounts of data available in recent years together with increased computational power have enabled experimentation with more sophisticated and deep neural architectures than was previously possible. The resulting success has changed the broader perception of the potential of Deep Learning. This book discusses neural networks from this modern perspective.

Holly Moore ... 688 pages - Language:‎ English - Publisher:‎ Pearson; 5th edition (October, 2018).

For courses in Engineering. Start at the beginning to introduce your students to MATLABMATLAB® For Engineers introduces students the MATLAB coding language. Developed out of Moore’s experience teaching MATLAB and other languages, the text meets students at their level of mathematical and computer sophistication. Starting with basic algebra, the book shows how MATLAB can be used to solve a wide range of engineering problems. Examples drawn from concepts introduced in early chemistry and physics classes and freshman and sophomore engineering classes stick to a consistent problem-solving methodology.Students reading this text should have an understanding of college-level algebra and basic trigonometry. The text includes brief backgrounds when introducing new subjects like statistics and matrix algebra. Sections on calculus and differential equations are introduced near the end and can be used for additional reading material for students with more advanced mathematical backgrounds.

Sheldon M. Ross ... 704 pages - Language: ‎English - Publisher: Academic Press; 6th edition (November, 2020).


Introduction to Probability and Statistics for Engineers and Scientists, Sixth Edition, uniquely emphasizes how probability informs statistical problems, thus helping readers develop an intuitive understanding of the statistical procedures commonly used by practicing engineers and scientists. Utilizing real data from actual studies across life science, engineering, computing and business, this useful introduction supports reader comprehension through a wide variety of exercises and examples. End-of-chapter reviews of materials highlight key ideas, also discussing the risks associated with the practical application of each material. In the new edition, coverage includes information on Big Data and the use of R.

This book is intended for upper level undergraduate and graduate students taking a probability and statistics course in engineering programs as well as those across the biological, physical and computer science departments. It is also appropriate for scientists, engineers and other professionals seeking a reference of foundational content and application to these fields.

Provides the author’s uniquely accessible and engaging approach as tailored for the needs of Engineers and Scientists + Features examples that use significant real data from actual studies across life science, engineering, computing and business + Includes new coverage to support the use of R + Offers new chapters on big data techniques.

Chandan Kumar ... 434 pages - Language:‎ English - Publisher:‎ Independently; (December, 2023).

Unlock the full potential of Microsoft Excel with this comprehensive guide! Perfect for beginners and advanced users, this book takes you on a step-by-step journey through every aspect of Excel.

Key Features: Foundational Concepts: Understand the basics of Excel, key features, and practical uses. + Efficient Data Management: Master operators, data entry techniques, and effective data manipulation. + Data Formatting Mastery: Learn to format text, apply conditional formatting, and create visually appealing tables for impactful presentations. + Advanced Data Analysis Techniques: Dive into sorting, filtering, and analyzing data with powerful charts and illustrations. + Comprehensive Formulas and Functions: From basic calculations to advanced functions like VLOOKUP, HLOOKUP, XLOOKUP, and more. + Advanced Data Analysis: Harness the power of Pivot Tables for summary and reports, utilize the Slicer function for dynamic data filtering, and explore the Timeline feature for effective data visualization. + Workbook Security and Sheet Management: Secure your data with password protection, and efficiently manage sheets by renaming, deleting, hiding, and protecting them. + Useful Excel Shortcuts: Discover time-saving shortcuts to enhance your productivity and efficiency.

Unleash the power of Excel as you explore 100 chapters covering every essential formula and function. From basic principles to advanced techniques, this resource is designed to transform you from an Excel novice to a pro.

Helena Barros, Joaquim Figueiras, Carla Ferreira, Mário Pimentel ... 203 pages - Language: ‎English - Publisher: ‎Springer (January, 2022).


This book contains auxiliary calculation tools to facilitate the safety assessment of reinforced concrete sections. Essential parameters in the design to the ultimate limit state of resistance such as the percentage of reinforcement and the position of the neutral axis in concrete cross-sections, as well as the control of the maximum stresses in service limit states are provided by these tools. A set of tables, charts and diagrams used to design cross-sections of reinforced and prestressed concrete structures are supplied. The most current beams and columns cross-sections namely, rectangular, circular and T-sections are considered. These tools have been prepared in line with the provisions of the new European regulations, with particular reference to Eurocode 2 – Design of Concrete Structures.

The book stands as an ideal learning resource for students of structural design and analysis courses in civil engineering, building construction and architecture, as well as a valuablereference for concrete structural design professionals in practice.

Chieh-Chen Bowen ... 520 pages - Language: ‎English - Publisher: Sage; 2nd edition (October, 2021).


Written in an accessible and clear manner, Straightforward Statistics with Excel® 2e by Chieh-Chen Bowen helps students across the social and behavioral sciences gradually build their skills to develop a better understanding of the world around them. Each chapter purposefully connects with the previous chapter for a gradual accrual of knowledge from simple to more complex concepts. This effective, cumulative approach to statistics through logical transitions eases students into statistics and prepares them for success in more advanced quantitative coursework and their own research. The second edition now features Excel instructions and exercises throughout so students can use this widely-available and applied software for statistics.

This book is designed to walk the reader through statistics at a steady but gentle pace, providing pop quizzes throughout every chapter so readers can check their knowledge along the way. By gradually stepping up difficulty in each chapter, students generate a solid foundation and are prepared for the next chapters. Straightforward Statistics with Excel looks at the big picture so that the basic statistical concepts connect to everyday and relevant research examples in multiple ways. Throughout the book the reader is reminded of what they need to be able to recall with "You Must Remember This" boxes. A rich source of practical resources are located at the end of chapters beginning with " What You Learned," followed by three sets of exercises so students can immediately apply their knowledge. The new edition features a reorganized presentation of material, starting with measures of central tendency, separating this from measures of variability so students better understand the differences. A more thorough presentation of one-sample and dependent samples t-tests gives students a stronger foundation in these crucial tests in statistics. New examples and studies complete the update, with a focus on simplicity. Throughout, the book makes use of Excel instructions and screenshots so students can take statistics with them through research projects and into the world beyond academia.

Andres Fortino ... 440 pages - Language:‎ English - Publisher:‎ Mercury Learning and Information; (January, 2025).


In today’s data-driven world, the ability to analyze and interpret data is no longer optional-it’s a necessity for making informed business decisions. This book provides a comprehensive, hands-on guide to mastering the essential techniques and tools that empower business analysts to transform raw data into actionable insights. Packed with practical exercises and real-world case studies, this book focuses on applying statistical methods across the most widely used tools, including Excel, R, Python, and generative AI platforms like ChatGPT. Key topics include framing analytical questions, descriptive and advanced statistical techniques, text analytics and A/B testing, and big data and visualization. Whether analyzing sales trends, optimizing marketing strategies, or improving operational efficiency, you’ll gain the skills to make data-backed decisions that drive business success.

Features: • Includes hands-on exercises with industry-standard tools, including Excel, R, Python, and generative AI • Covers step-by-step instructions for advanced techniques like time series forecasting and contingency analysis • Uses real-world case studies to demonstrate the application of concepts to business scenarios

Ashoke Kumar Dasgupta ... 372 pages - Language:‎ English - Publisher: ‎CRC Press; (March, 2025).


This book aims to provide actual methods of calculation and standard details followed by professionals in industrial projects pertaining to Reinforced Cement Concrete (RCC) structures backed by practical design and standard details. It covers the engineering properties of soil and types of tests, different types of concrete grades, standard notes and codes, and workout examples of piles, foundations and superstructure elements. It provides all of the standard construction details, including reinforcement arrangements, generally used for RCC works in superstructures and foundations.

Features: Provides the strength design calculation for foundation and settlement analysis of the founding soil together + Discusses standard details of reinforced concrete joints and reinforcement placement + Describes suitable types of material and selection of structure according to the nature of the founding soil and service life of the plant + Explores standard construction details + Includes solved problems, design and workout examples as per Indian and US standards. This book is aimed at professionals in construction, structural and civil engineering.

Nitin Jaglal Untwal, Utku Kose ... 138 pages - Language: ‎ English - Publisher: ‎ CRC Press; (December, 2024).

Unlock the power of data analytics in finance with this comprehensive guide. Data Analytics for Finance Using Python is your key to unlocking the secrets of the financial markets. In this book, you’ll discover how to harness the latest data analytics techniques, including machine learning and inferential statistics, to make informed investment decisions and drive business success. With a focus on practical application, this book takes you on a journey from the basics of data preprocessing and visualization to advanced modeling techniques for stock price prediction. Through real-world case studies and examples, you’ll learn how to: Uncover hidden patterns and trends in financial data Build predictive models that drive investment decisions Optimize portfolio performance using data-driven insights Stay ahead of the competition with cutting-edge data analytics techniques Whether you’re a finance professional seeking to enhance your data analytics skills or a researcher looking to advance the field of finance through data-driven insights, this book is an essential resource. Dive into the world of data analytics in finance and discover the power to make informed decisions, drive business success, and stay ahead of the curve. This book will be helpful for students, researchers, and users of machine learning and financial tools in the disciplines of commerce, management, and economics.

George F. Limbrunner, Craig T. D'allaird ...552 pages - Language:‎ English - Publisher: Pearson; 7th edition (January, 2021).

Applied Statics and Strengths of Materials helps you master the basic principles and physical concepts of statics and strength of materials, so you can solve real-world problems. Using intermediate math rather than calculus, the text gives you the background in mechanics needed in civil, mechanical, construction, architectural, industrial and manufacturing technologies fields. To reinforce concepts, rigorous example problems follow explanations of theory and end-of-chapter problems provide ample practice.

The 7th Edition has been completely updated and revised to meet current industry standards.

Krishnan Sathia ... 706 pages - Language: ‎English - Publisher: ‎Bentley Institute Press; (July, 2014).

Written for beginners and advanced users alike, Principles of Structural Analysis – Static and Dynamic Loads is part of a three volume series featuring Bentley's STAAD.Pro software. The series is not a how-to manual, but an illustration of the governing principles of engineering the software abides by, and the application of those principles within STAAD.Pro. Author Krishnan Sathia, a Bentley technical support analyst, utilizes his years of experience to fill the gap that exists between the engineering concepts taught in schools and universities, and the application of those concepts on real-world problems. By connecting theory to practice, the material in this series of books will remain relevant long after today's software has been updated.

Static and Dynamic Loads guides readers through the identification of primary load types in STAAD.Pro and their effects on a structure. This is followed by the principles involved in the generation of loads such as wind, snow, and seismic forces through the software environment and how those loads can be combined and re-used for various purposes. The last part of the book deals with determining the dynamic properties of structures and analyzing them for dynamic loads through response spectrum and time history loading. Filled with in-depth knowledge of structural analysis, high-quality illustrations and models, and applications through real-world problems, Principles of Structural Analysis – Static and Dynamic Loads is a must read for students, practicing professionals, and educators around the world.

Jonathan Knappett, R.F. Craig ... 654 pages - Language‏: ‎English - Publisher: CRC Press; 9th edition (October, 2019).


Craig’s Soil Mechanics continues to evolve and remain the definitive text for civil engineering students worldwide. It covers fundamental soil mechanics and its application in applied geotechnical engineering from A to Z and at the right depth for an undergraduate civil engineer, with sufficient extension material for supporting MSc level courses, and with practical examples and digital tools to make it a useful reference work for practising engineers.

This new edition now includes: Restructured chapters on foundations and earthworks, the latter including new material on working platforms and collapse of underground cavities (sinkhole formation). + New mobilised-stress-based deformation methods that can straightforwardly be used with both linear and non-linear soil stiffness models and field measurements of shear wave velocity, for serviceability limit state design. + Extended sets of correlations for making sensible first estimates of soil parameters, adding deformation-based parameters for broader coverage than the Eighth Edition. + Extended section on robust statistical selection of characteristic soil parameters. + Greater use of consolidation theory throughout in determining whether actions, processes and laboratory/in-situ tests are drained or undrained. + Extended chapter on in-situ testing, adding the Flat Dilatometer Test (DMT), and interpretation of consolidation parameters from CPTU and DMT testing. + An updated section on pile load testing. + Additional worked examples and end-of-chapter problems covering new material, with fully worked solutions for lecturers.

The electronic resources on the book’s companion website are developed further, with the addition of two new spreadsheet numerical analysis tools and improvement of existing tools from the Eighth Edition. Using these, readers can take real soil test data, interpret its mechanical properties and apply these to a range of common geotechnical design problems at ultimate and serviceability limiting states.

Abhishek Kumar Pandey, Pramod Singh Rathore, Dr S Balamurugan ... 280 pages - Language: ‎English - Publisher: ‎BPB Publications; (June, 2019).


Machine learning is mostly sought in the research field and has become an integral part of many research projects nowadays including commercial applications, as well as academic research. Application of machine learning ranges from finding friends on social networking sites to medical diagnosis and even satellite processing. In this book, we have made an honest effort to make the concepts of machine learning easy and give basic programs in MATLAB right from the installation part. Although the real-time application of machine learning is endless, however, the basic concepts and algorithms are discussed using MATLAB language so that not only graduation students but also researchers are benefitted from it.

What you will learn:
Pre-requisites to machine learning + Finding natural patterns in data + Building classification methods + Data pre-processing in Python + Building regression models + Creating neural networks + Deep learning.

Who This Book is for: The book is basically meant for graduate and research students who find the algorithms of machine learning difficult to implement. We have touched all basic algorithms of machine learning in detail with a practical approach. Primarily, beginners will find this book more effective as the chapters are subdivided in a manner that they find the building and implementation of algorithms in MATLAB interesting and easy at the same time.

Allan Ludman, Stephen Marshak ... 528 pages - Publisher: W.W. Norton; 4th edition (July, 2019) ... Language: English - ISBN-13: 978-0393617528.

Engaging, hands-on, and visual―the geology manual that helps your students think like a geologist: The Third Edition has been thoroughly updated to help make your geology lab more active and engaging. This edition features new “What Do You Think” mini-cases that promote critical thinking, new and vastly-improved topographic maps, and updated, detailed reference figures in every chapter. With low prices and package deals available with all Marshak texts, the Laboratory Manual for Introductory Geology, Third Edition, is truly the best choice for your lab.

Stephen Marshak ... 720 pages - Language: ‎English - Publisher: W.W. Norton; 7th edition (July, 2022).

The gold standard text for helping students visualize and understand geologic processes makes hands-on and real-world exploration easier and more impactful than ever, in any course setting. New 3D specimen and digital elevation models, with corresponding Smartwork exercises, allow students to examine specimens and sites as if they were in the field or lab. And new highly visual “Practice What You Know” and “What Can You See?” activities at the end of each chapter and in Smartwork help students synthesize and apply important concepts like a geologist. Thoroughly updated with current events and essential data, the Seventh Edition also reveals the dynamism of geology and how it impacts our lives

Santanu Bhanja ... 415 pages - Language: ‎English - Publisher: ‎CRC Press; (June, 2024).


Reinforced Concrete Design (RC) is performed mostly by the limit state method throughout the world. This book covers the fundamental concepts and principles of RC design developing the topics from the basic theories and assumptions. Building upon the possible revisions to the mother code of concrete in India, IS:456-2000, it explains the RC design provisions of IRC:112-2020, which are in line with international standards. In addition to strength design, serviceability and ductility design are also covered.

Features: Highlights the basic philosophy of RC design and behaviour of the sections up to and beyond limit state. + Clarifies limit state theory from the basic assumptions provided in relevant Indian and international standards, IS:456, IRC:112 and Eurocode:2. + Includes design aids or tools for standard and high strength concrete up to M90 grade as per different codes of practice. + Explains the concept of ductility of reinforced concrete sections subjected to flexure with or without axial loads from fundamental principles. + Covers fundamentals on serviceability requirements in reinforced concrete structures. + Illustrates the design methodology of shear walls and includes design aids developed using basic principles as per relevant codes of practice. + Explains reinforced concrete design provisions as per latest national and international standards and these are expected to be in line with those to be included in the forthcoming revision of IS:456. This book is aimed at graduate students, researchers and professionals in civil engineering, construction engineering and concrete.

Georgios Gaganelis, Peter Mark, Patrick Forman ... 198 pages - Language: ‎English - Publisher: Ernst & Sohn; (January, 2022).


Concrete is the most used building material. Its main component, cement, however, accounts production- related for up to 10 % of global CO2 emissions and is therefore a major contributor to human-induced climate change. Due to its low tensile strength, concrete must be further enhanced in tension with adequate reinforcement, such as steel. Producing the latter therefore additionally impacts the environment. Consequently, reducing the material amount for design and construction of structures, thus lowering material- and transport-induced emissions, represents a key element to climate protection. In this context, meeting the essential requirements, sustainability, serviceability, durability is yet indispensable.The book presents innovative optimization aided design methods for concrete structures. Mathematical optimization is applied to practical problems of structural concrete at each level: from external, through internal structure identification to cross-section design. It is shown how to design resource-efficient structures following the flux of forces, how to optimally adapt reinforcement layouts to the internal force flow, and how to efficiently cope with demanding cross-sectional design tasks such as biaxial bending.

The optimization aided design methods are discussed in detail and described vividly. They are independent of standards, concrete material (normal to ultra-high performance) and reinforcement type (steel fibers to carbon bars), thus universally applicable. The book illustrates the different approaches with numerous figures and calculation examples. Existing applications in structural engineering are presented to demonstrate the potential of optimization aided design concepts, including ultra-lightweight hybrid beams, thin concrete solar collectors, and improved reinforcement layouts for tunnel lining segments.

P. Purushothama Raj ... Language: ‎ English - Publisher: ‎ Pearson India; (January, 2016) - ISBN-10: 9332544794 - ISBN-13: ‎ 978-9332544796.


Building Construction Materials and Techniques follows a unique approach to the subject by including both materials and construction techniques in a combined text as per the latest trends in university curriculums. It also caters to the needs of the universities where these subjects are offered across two semesters as well. Of the 32 chapters in this book, 13 are dedicated to building construction materials while the remaining 19 focus on conventional as well as modern techniques in construction. The chapters are supplemented by a plethora of self-explanatory illustrations for easy comprehension. Relevant references to IS codes and standards make this text ideal for extended learning.

Hongjian Liao, Hangzhou Li, Zongyuan Ma ... 266 pages - Language: ‎ English - Publisher: World Scientific; (September, 2020).

This book also doubles as a textbook with an explanation of basic theory, knowledge, and skills in soil mechanics as well as the most updated codes and standards in China. Also included are guidelines at the beginning of each chapter and English-Chinese-Japanese translations of frequently-used words and expressions in the Appendix. It aims to be a reference book for students and technical staff in civil engineering, hydraulic engineering, mining engineering, and transportation engineering.

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