Introduction to Python Programming And Data Structure By Liang

Data-driven computational neuroscience facilitates the transformation of data into insights into the structure and functions of the brain. This introduction for researchers and graduate students is the first in-depth, comprehensive treatment of statistical and machine learning methods for neuroscience. The methods are demonstrated through case studies of real problems to empower readers to build their own solutions. The book covers a wide variety of methods, including supervised classification with non-probabilistic models (nearest-neighbors, classification trees, rule induction, artificial neural networks and support vector machines) and probabilistic models (discriminant analysis, logistic regression and Bayesian network classifiers), meta-classifiers, multi-dimensional classifiers and feature subset selection methods. Other parts of the book are devoted to association discovery with probabilistic graphical models (Bayesian networks and Markov networks) and spatial statistics with po

While much is known about who votes in American elections, much less is known about who donates. In this book, the authors utilize a unique and historically unprecedented data set of donors from the 2008 and 2012 presidential elections to answer longstanding questions: what is the relationship between donors and candidates? How do candidates attract and respond to contributors? How do campaign strategies reflect changing campaign finance laws and the development of the internet? With unprecedented cooperation from the Obama, McCain, and Romney campaigns, the authors investigate presidential campaign donors at all giving levels to produce the most systematic and complete analysis of donors to presidential nominees to date. As elections are decided increasingly by donors' dollars, Who Donates to Campaigns? provides relevant research on the broader trends in partisan polarization and, more generally, on how campaigns can engage more citizens in political participation.

With great potential benefit and possible harm, online social media platforms are transforming human society. Based on decades of deep exploration, distinguished scholar William Sims Bainbridge surveys our complex virtual society, harvesting insights about the future of our real world. Many pilot studies demonstrate valuable research methods and explanatory theories. Tracing membership interlocks between Facebook groups can chart the structure of a social movement, like the one devoted to future spaceflight development. Statistical data on the roles played by people in massively multiplayer online games illustrate the Silicon Law: information technology energizes both freedom and control, in a dynamic balance. The significance of open-source software suggests the traditional distinction between professional and amateur may fade, whereas web-based conflicts between religious and political groups imply that chasms are opening in civil society. This analysis of online space and the diverg

For the Love of Language: An Introduction to Linguistics is an engaging introduction to human language and the role of linguistics in understanding its fundamental design, acquisition and functions. Replete with case studies and examples from Australia, New Zealand and around the world, this text offers a thorough introduction to core topics, including the structure and meaning of words, the systems that organise language, strategies for learning about language, the evolution of language and the function of language as a complex social resource. The second edition includes extensive new content across the entire text, including the areas of orthography, syntax, corpus linguistics, language acquisition and multilingualism. Each topic is accompanied by a wide array of pedagogical resources designed to consolidate student understanding, including examples and exercises. Each chapter ends with a research project, providing readers with an opportunity to build on fundamental skills and enga

Get ready to code with this easy-to-use book full of projects and tips to get kids programming.Each book in the Ready, Steady Code! series has 4 step-by-step projects with an introduction section (Rea

This volume describes how controlled-source electromagnetic (CSEM) methods are used to determine the electrical conductivity and hydrocarbon content of the upper few kilometres of the Earth, on land and at sea. The authors show how the signal-to-noise ratio of the measured data may be maximised via suitable choice of acquisition and processing parameters and selection of subsequent data analysis procedures. Complete impulse responses for every electric and magnetic source and receiver configuration are derived, providing a guide to the expected response for real data. 1-D, 2-D and 3-D modelling and inversion procedures for recovery of Earth conductivity are presented, emphasising the importance of updating model parameters using complementary geophysical data and rock physics relations. Requiring no specialist prior knowledge of electromagnetic theory, and providing a step-by-step guide through the necessary mathematics, this book provides an accessible introduction for advanced studen

This text closely examines ideas, analysis, and implementation details of data structures as a specialised topic in applied algorithms. It looks at efficient ways to realise query and update operations on sets of numbers, intervals, or strings by various data structures, including: search trees; structures for sets of intervals or piece-wise constant functions; orthogonal range search structures; heaps; union-find structures; dynamization and persistence of structures; structures for strings; and hash tables. Instead of relegating data structures to trivial material used to illustrate object-oriented programming methodology, this is the first volume to show data structures as a crucial algorithmic topic. Numerous code examples in C and more than 500 references make Advanced Data Structures an indispensable text.

Learn math by getting creative with code! Use the Python programming language to transform learning high school-level math topics like algebra, geometry, trigonometry, and calculus!In Math Adventures

This comprehensive textbook teaches the fundamentals of database design, modeling, systems, data storage, and the evolving world of data warehousing, governance and more. Written by experienced educators and experts in big data, analytics, data quality, and data integration, it provides an up-to-date approach to database management. This full-color, illustrated text has a balanced theory-practice focus, covering essential topics, from established database technologies to recent trends, like Big Data, NoSQL, and more. Fundamental concepts are supported by real-world examples, query and code walkthroughs, and figures, making it perfect for introductory courses for advanced undergraduates and graduate students in information systems or computer science. These examples are further supported by an online playground with multiple learning environments, including MySQL, MongoDB, Neo4j Cypher, and tree structure visualization. This combined learning approach connects key concepts throughout th

While much is known about who votes in American elections, much less is known about who donates. In this book, the authors utilize a unique and historically unprecedented data set of donors from the 2008 and 2012 presidential elections to answer longstanding questions: what is the relationship between donors and candidates? How do candidates attract and respond to contributors? How do campaign strategies reflect changing campaign finance laws and the development of the internet? With unprecedented cooperation from the Obama, McCain, and Romney campaigns, the authors investigate presidential campaign donors at all giving levels to produce the most systematic and complete analysis of donors to presidential nominees to date. As elections are decided increasingly by donors' dollars, Who Donates to Campaigns? provides relevant research on the broader trends in partisan polarization and, more generally, on how campaigns can engage more citizens in political participation.

Build a core level of competency in SQL so you can recognize the parts of queries and write simple SQL statements. SQL knowledge is essential for anyone involved in programming, data science, and data

This revision of Manning's popular The Quick Python Book offers a clear, crisp introduction to the elegant Python programming language and its famously easy-to-read syntax. After exploring Python's sy

Data Science For Dummies 2nd Edition begins by explaining large data sets and data formats, including sample Python code for manipulating data. The book explains how to work with relational databases

An introduction to coding for complete beginners, this friendly and accessible book will teach children the basics of Python (a widely used programming language), allowing them to get inside the code

Based on the latest version of the language, this book offers a self-contained, concise and coherent introduction to programming with Python. The book’s primary focus is on realistic case study applic

Greatly expanded, this new edition requires only an elementary background in discrete mathematics and offers a comprehensive introduction to the role of randomization and probabilistic techniques in modern computer science. Newly added chapters and sections cover topics including normal distributions, sample complexity, VC dimension, Rademacher complexity, power laws and related distributions, cuckoo hashing, and the Lovasz Local Lemma. Material relevant to machine learning and big data analysis enables students to learn modern techniques and applications. Among the many new exercises and examples are programming-related exercises that provide students with excellent training in solving relevant problems. This book provides an indispensable teaching tool to accompany a one- or two-semester course for advanced undergraduate students in computer science and applied mathematics.

Mark Lewis’ Introduction to the Art of Programming Using Scala was the first textbook to use Scala for introductory CS courses. Scala continues to gain significance among professional developers, and

Build and program your own electronics projects with MicroPython in no time!This practical guide offers a hands-on introduction to Python-based microcontroller programming with MicroPython and the ope

SAS programming is a creative and iterative process designed to empower you to make the most of your organization's data. This friendly guide provides you with a repertoire of essential SAS tools for data management, whether you are a new or an infrequent user. Most useful to students and programmers with little or no SAS experience, it takes a no-frills, hands-on tutorial approach to getting started with the software. You will find immediate guidance in navigating, exploring, visualizing, cleaning, formatting, and reporting on data using SAS and JMP. Step-by-step demonstrations, screenshots, handy tips, and practical exercises with solutions equip you to explore, interpret, process and summarize data independently, efficiently and effectively.

This text develops a comprehensive theory of programming languages based on type systems and structural operational semantics. Language concepts are precisely defined by their static and dynamic semantics, presenting the essential tools both intuitively and rigorously while relying on only elementary mathematics. These tools are used to analyze and prove properties of languages and provide the framework for combining and comparing language features. The broad range of concepts includes fundamental data types such as sums and products, polymorphic and abstract types, dynamic typing, dynamic dispatch, subtyping and refinement types, symbols and dynamic classification, parallelism and cost semantics, and concurrency and distribution. The methods are directly applicable to language implementation, to the development of logics for reasoning about programs, and to the formal verification language properties such as type safety. This thoroughly revised second edition includes exercises at the

SAS programming is a creative and iterative process designed to empower you to make the most of your organization's data. This friendly guide provides you with a repertoire of essential SAS tools for data management, whether you are a new or an infrequent user. Most useful to students and programmers with little or no SAS experience, it takes a no-frills, hands-on tutorial approach to getting started with the software. You will find immediate guidance in navigating, exploring, visualizing, cleaning, formatting, and reporting on data using SAS and JMP. Step-by-step demonstrations, screenshots, handy tips, and practical exercises with solutions equip you to explore, interpret, process and summarize data independently, efficiently and effectively.

Use real-time data to track student learning and adapt your instruction. ? SAGE Introduction to Special Education from Acrobatiq transforms how students learn and instructors teach by bringing togethe

For courses in Android Programming. Thinking like a developer — from the start. Created by world-renowned programming instructors Paul and Harvey Deitel,Android How to Program, Third Edition int

Language is essential to human life, both as a basic social necessity and also as a powerful and complex social resource. For the Love of Language: An Introduction to Linguistics offers a comprehensive introduction to the workings of language and the role of linguistics in investigating its fundamental design. This thorough and engaging investigation into language and linguistics covers topics including: • strategies for learning about how language works • using linguistics to address real-world problems • the structure and meaning of words • the systems that organise language • changes to language over time • how language is used in written and spoken communication • the links between language, the mind and the world. Written by authors with extensive academic experience in the field of linguistics and including examples from Australia, New Zealand and around the world to engage the reader, For the Love of Language is a lively yet comprehensive resource for undergraduate student

Originally published in 1930, this textbook was principally designed for first-year medical students, but was also intended to have a wide utilisation by students in cognate biological fields. The book covers a wide range of subjects from 'Crystalloids and colloids' to 'The plant cell' to 'The flower and the seed', providing a holistic introduction and overview of botany for the beginner. Notably, the book follows an increasing line of thought in the emphasis it places upon the physiology and physico-chemical background of plant life and the biological significance of botany. Multiple detailed diagrams are included throughout to support the text. This book will be of great value to researchers and scholars of botany, as well as a valuable resource within the broader community of biology.

Gather, analyze, and decode data to reveal hidden facts using Python, the perfect tool for all aspiring secret agentsAbout This BookDiscover the essential features of Python programming: statements, v

JSON has become a widely accepted and popular format for data due to its platform neutral nature, lightweight format, and its friendly structure for object oriented languages. JSON is being used every

This greatly expanded 2nd edition provides a practical introduction to - data processing with Linux tools and the programming languages AWK and Perl- data management with the relational database syste

These notes describe how to average and fit numerical data that have been obtained either by simulation or measurement. Following an introduction on how to estimate various average values, they discus

Univariate and multivariate multilevel models are used to understand how to design studies and analyze data in this comprehensive text distinguished by its variety of applications from the educational

Univariate and multivariate multilevel models are used to understand how to design studies and analyze data in this comprehensive text distinguished by its variety of applications from the educational

Python is the most popular programming language for beginners because it's fun, powerful, and easy to learn. So why should your introductory Python book be long and tedious? Python Crash Course gets y

This book is for programmers and developers who want to improve the performance of their R programs by making them run faster with large data sets or who are trying to solve a pesky performance proble

Some of the most eminent and enduring philosophical questions concern matters of priority: what is prior to what? What 'grounds' what? Is, for instance, matter prior to mind? Recently, a vivid debate has arisen about how such questions have to be understood. Can the relevant notion or notions of priority be spelled out? And how do they relate to other metaphysical notions, such as modality, truth-making or essence? This volume of new essays, by leading figures in contemporary metaphysics, is the first to address and investigate the metaphysical idea that certain facts are grounded in other facts. An introduction introduces and surveys the debate, examining its history as well as its central systematic aspects. The volume will be of wide interest to students and scholars of metaphysics.

Get to grips with Python Python is a hugely popular, open source programming language, especially in the world of web development, and is used by some of the largest and most popular web services in

Provides information on using the Python programming language to write automated data processing and visualization applications.

Authored by a professor with many years of university teaching experience and two textbooks to his name, this is an up-to-date and detailed introduction to all the most important types of reactive int

This modern introduction to seismic data processing in both exploration and global geophysics demonstrates practical applications through real data and tutorial examples. The underlying physics and mathematics of the various seismic analysis methods are presented, giving students an appreciation of their limitations and potential for creating models of the sub-surface. Designed for a one-semester course, this textbook discusses key techniques within the context of the world's ever increasing need for petroleum and mineral resources - equipping upper undergraduate and graduate students with the tools they need for a career in industry. Examples presented throughout the text allow students to compare different methods and can be demonstrated using the instructor's software of choice. Exercises at the end of sections enable students to check their understanding and put the theory into practice and are complemented by solutions for instructors and additional case study examples online to c

This well-organised, comprehensive reference and textbook describes rate models developed from fundamental kinetic theory and presents models using consistent terminology and notation. Major topics include rate equations, reactor theory, transition state theory, surface reactivity, advective and diffusive transport, aggregation kinetics, nucleation kinetics and solid-solid transformation rates. The theoretical basis and mathematical derivation of each model is presented in detail and illustrated with worked examples from real-world applications to geochemical problems. The book is also supported by online resources: self-study problems put students' new learning into practice, and spreadsheets provide the full data used in figures and examples, enabling students to manipulate the data for themselves. This is an ideal overview for graduate students, providing a solid understanding of geochemical kinetics. It will also provide researchers and professional geochemists with a valuable refe

This volume tackles the conflicting requirements of data compression and indexing in massive datasets, by using optimization techniques to improve compression and reconfiguring data structure to incre