Bootstrap Essentials

Download Bootstrap Essentials PDF Online Free

Author :
Publisher :
ISBN 13 : 9781784395179
Total Pages : 0 pages
Book Rating : 4.3/5 (951 download)

DOWNLOAD NOW!


Book Synopsis Bootstrap Essentials by : Snig Bhaumik

Download or read book Bootstrap Essentials written by Snig Bhaumik and published by . This book was released on 2015 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Use the powerful features of Bootstrap to create responsive and appealing web pagesAbout This Book- Learn where and how to use Bootstrap in your new web projects- Design and develop mobile first web portals that support all devices- A step-by-step guide with easy-to-follow practical exercises to develop device friendly websitesIn DetailAs the number of people using mobile devices to access the internet grows every moment, websites are no longer built just for desktop machines. The mobile first philosophy demands that sites are fully compatible with all the available, and predicted future mobile devices. Bootstrap allows and easily enables you to design and develop your own websites congenial to all devices, including e-readers, tablets, and so on.This book will familiarize you with all the features, functionalities, and architectural knowledge of the Bootstrap platform, enabling you to develop mobile friendly websites. You will begin by discovering the mobile first philosophy and what Bootstrap is. You will learn about Bootstrap's architecture and components, and how to use Bootstrap using LESS. You will create responsive layouts using Bootstrap CSS and work with the packaged components that come along with Bootstrap. You will proceed to explore the various JavaScript components and add-ons offered by Bootstrap. Finally, you will learn how to customize Bootstrap easily to match your project-specific requirements,compile and build your Bootstrap code, and extend Bootstrap with different extensions to create more advanced websites.By the end of this book, you will be able to build, compile, and customize your own Bootstrap system to create mobile friendly websites.What You Will Learn- Understand the internal architecture and structure of Bootstrap- Download and configure Bootstrap in your web project- Get to grips with the usage of Bootstrap CSS and components- Build and compile Bootstrap from source code- Work with the JavaScript objects offered by Bootstrap and the CSS pre-processors- Customize and extend Bootstrap to suit your requirementsWho This Book Is ForIf you are a web developer who designs and develops websites and pages using HTML, CSS, and JavaScript, but have very little familiarity with Bootstrap, this is the book for you. Previous experience with HTML, CSS and JavaScript will be helpful, while knowledge of jQuery would be an extra advantage.Style and approachThis book is a fast-paced guide to getting started with Bootstrap. Each chapter contains elaborate, practical examples demonstrating the application of various Bootstrap components.

Bootstrap Essentials

Download Bootstrap Essentials PDF Online Free

Author :
Publisher : Createspace Independent Publishing Platform
ISBN 13 : 9781724427809
Total Pages : 148 pages
Book Rating : 4.4/5 (278 download)

DOWNLOAD NOW!


Book Synopsis Bootstrap Essentials by : George Glover

Download or read book Bootstrap Essentials written by George Glover and published by Createspace Independent Publishing Platform. This book was released on 2018-07-29 with total page 148 pages. Available in PDF, EPUB and Kindle. Book excerpt: If you are a web developer who designs and develops websites and pages using HTML, CSS, and JavaScript, but have very little familiarity with Bootstrap, this is the book for you. Previous experience with HTML, CSS, and JavaScript will be helpful, while knowledge of jQuery would be an extra advantage.This book will familiarize you with all the features, functionalities, and architectural knowledge of the Bootstrap platform. You will begin by discovering the mobile-first philosophy and what Bootstrap is. You will learn about Bootstrap's architecture and components, and how to use Bootstrap with LESS. You will create responsive layouts using Bootstrap CSS and work with the packaged components that come along with Bootstrap. You will proceed to explore the various JavaScript components and add-ons offered by Bootstrap. Finally, you will learn how to customize Bootstrap, compile and build your Bootstrap code, and extend Bootstrap with different extensions to create more advanced websites.

Bootstrap Essentials

Download Bootstrap Essentials PDF Online Free

Author :
Publisher : Createspace Independent Publishing Platform
ISBN 13 : 9781984964144
Total Pages : 148 pages
Book Rating : 4.9/5 (641 download)

DOWNLOAD NOW!


Book Synopsis Bootstrap Essentials by : James Cooper

Download or read book Bootstrap Essentials written by James Cooper and published by Createspace Independent Publishing Platform. This book was released on 2017-08-09 with total page 148 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book will familiarize you with all the features, functionalities, and architectural knowledge of the Bootstrap platform. You will begin by discovering the mobile-first philosophy and what Bootstrap is. You will learn about Bootstrap's architecture and components, and how to use Bootstrap with LESS. You will create responsive layouts using Bootstrap CSS and work with the packaged components that come along with Bootstrap. You will proceed to explore the various JavaScript components and add-ons offered by Bootstrap. Finally, you will learn how to customize Bootstrap, compile and build your Bootstrap code, and extend Bootstrap with different extensions to create more advanced websites.

Bootstrap 4 Quick Start

Download Bootstrap 4 Quick Start PDF Online Free

Author :
Publisher : Bootstrap Creative
ISBN 13 :
Total Pages : 89 pages
Book Rating : 4./5 ( download)

DOWNLOAD NOW!


Book Synopsis Bootstrap 4 Quick Start by : Jacob Lett

Download or read book Bootstrap 4 Quick Start written by Jacob Lett and published by Bootstrap Creative. This book was released on 2018-02-20 with total page 89 pages. Available in PDF, EPUB and Kindle. Book excerpt: Want to improve the design of your website or web application without having to write CSS styles from scratch? Learning HTML and CSS is a lot more challenging than it used to be. Responsive web design adds more layers of complexity to design and develop websites. In this book you will become familiar with the new cards component, setting up the new flexbox grid layout, customizing the look and feel, how to follow the mobile-first development workflow, and more! Web designer and developer Jacob Lett has built 100+ websites and WordPress themes. Let him show you exactly how to build responsive layouts that look great in every browser and device. He shares what you can't learn from the official documentation... the process of actually building a full layout. This book is focused on the workflow and does not duplicate what you can already find in the official documentation. This book will show you how to reference the documentation and use it effectively in your projects. BONUS: Includes a link to download a free cheat sheets bundle and a 1 hour training video.Who is this for?You're an absolute beginner and want to become a web developer.You learned HTML and CSS 5-10 years ago but are new to responsive web design basics.You have used Bootstrap before but want to learn new techniques and workflow.What will I learn?Learn what responsive web design is, the history behind it, and how the Bootstrap 4 frontend framework makes it easier to implement.Learn the web design process and workflow necessary to make a responsive website and application with Bootstrap 4.Learn what's new in Bootstrap 4 with a deep focus on CSS3 Flexbox, Cards, and the responsive grid layout.What will I build?Responsive Marketing Homepage - Topics covered: responsive images, image cards, parallax background images, Google fonts, carousel cross-fade, and vertical centered text.Bootstrap Admin Dashboard - Topics covered: 100% height sidebar, card deck, FontAwesome icons, responsive charts and tables, and custom navigation tree menu.How is this training unique?Learn by doing as you build two professional responsive layouts examples step-by-step.Focused on the workflow vs duplicating what you can find in the official documentation. This book will show you how to reference the documentation and use it effectively in your projects.Uses hyperlinks to point to code demos, snippets, videos, and external resources.What do I need?Some experience with HTML and CSS is helpful but not necessary.Does not require knowing Sass, command line, or Photoshop.A computer with Google Chrome.A text editor like Atom and an internet connection. You want to build a beautiful website or user interface that works on all major browsers. Let Jacob show you how step by step. If you like detailed step by step guides, plenty of examples, and printable cheat sheets, then you’ll love Jacob Lett’s approach at how he creates responsive layouts using Bootstrap 4. Buy the Bootstrap 4 Quick Start today and start building responsive layouts in less time and with less effort!

Less Web Development Essentials - Second Edition

Download Less Web Development Essentials - Second Edition PDF Online Free

Author :
Publisher : Packt Publishing Ltd
ISBN 13 : 1785286692
Total Pages : 270 pages
Book Rating : 4.7/5 (852 download)

DOWNLOAD NOW!


Book Synopsis Less Web Development Essentials - Second Edition by : Bass Jobsen

Download or read book Less Web Development Essentials - Second Edition written by Bass Jobsen and published by Packt Publishing Ltd. This book was released on 2015-04-30 with total page 270 pages. Available in PDF, EPUB and Kindle. Book excerpt: If you use CSS for web development tasks and want to learn how to create maintainable and reusable code, this is the book for you. Basic knowledge of web development would be helpful.

Leaflet.js Essentials

Download Leaflet.js Essentials PDF Online Free

Author :
Publisher : Packt Publishing Ltd
ISBN 13 : 1783554827
Total Pages : 257 pages
Book Rating : 4.7/5 (835 download)

DOWNLOAD NOW!


Book Synopsis Leaflet.js Essentials by : Paul Crickard III

Download or read book Leaflet.js Essentials written by Paul Crickard III and published by Packt Publishing Ltd. This book was released on 2014-08-18 with total page 257 pages. Available in PDF, EPUB and Kindle. Book excerpt: If you are a web developer working with geospatial concepts and mapping APIs, and you want to learn Leaflet to create mapping solutions, this book is for you. You need to have a basic knowledge of working with JavaScript and performing web application development.

RESS Essentials

Download RESS Essentials PDF Online Free

Author :
Publisher : Packt Publishing Ltd
ISBN 13 : 1849696950
Total Pages : 197 pages
Book Rating : 4.8/5 (496 download)

DOWNLOAD NOW!


Book Synopsis RESS Essentials by : Jerzy Kurowski

Download or read book RESS Essentials written by Jerzy Kurowski and published by Packt Publishing Ltd. This book was released on 2013-10-25 with total page 197 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is a step-by-step, practical guide which will introduce you to RESS and its key features.This book is aimed primarily at web developers interested in writing applications that leverage both client- and server-side code to optimise content for various devices.

The Bootstrap and Edgeworth Expansion

Download The Bootstrap and Edgeworth Expansion PDF Online Free

Author :
Publisher : Springer Science & Business Media
ISBN 13 : 146124384X
Total Pages : 359 pages
Book Rating : 4.4/5 (612 download)

DOWNLOAD NOW!


Book Synopsis The Bootstrap and Edgeworth Expansion by : Peter Hall

Download or read book The Bootstrap and Edgeworth Expansion written by Peter Hall and published by Springer Science & Business Media. This book was released on 2013-12-01 with total page 359 pages. Available in PDF, EPUB and Kindle. Book excerpt: This monograph addresses two quite different topics, each being able to shed light on the other. Firstly, it lays the foundation for a particular view of the bootstrap. Secondly, it gives an account of Edgeworth expansion. The first two chapters deal with the bootstrap and Edgeworth expansion respectively, while chapters 3 and 4 bring these two themes together, using Edgeworth expansion to explore and develop the properties of the bootstrap. The book is aimed at graduate level for those with some exposure to the methods of theoretical statistics. However, technical details are delayed until the last chapter such that mathematically able readers without knowledge of the rigorous theory of probability will have no trouble understanding most of the book.

Essentials of Statistical Inference

Download Essentials of Statistical Inference PDF Online Free

Author :
Publisher : Cambridge University Press
ISBN 13 : 9780521839716
Total Pages : 240 pages
Book Rating : 4.8/5 (397 download)

DOWNLOAD NOW!


Book Synopsis Essentials of Statistical Inference by : G. A. Young

Download or read book Essentials of Statistical Inference written by G. A. Young and published by Cambridge University Press. This book was released on 2005-07-25 with total page 240 pages. Available in PDF, EPUB and Kindle. Book excerpt: Aimed at advanced undergraduates and graduate students in mathematics and related disciplines, this engaging textbook gives a concise account of the main approaches to inference, with particular emphasis on the contrasts between them. It is the first textbook to synthesize contemporary material on computational topics with basic mathematical theory.

Essentials of Paleomagnetism

Download Essentials of Paleomagnetism PDF Online Free

Author :
Publisher : Univ of California Press
ISBN 13 : 0520946375
Total Pages : 506 pages
Book Rating : 4.5/5 (29 download)

DOWNLOAD NOW!


Book Synopsis Essentials of Paleomagnetism by : Lisa Tauxe

Download or read book Essentials of Paleomagnetism written by Lisa Tauxe and published by Univ of California Press. This book was released on 2010-03-19 with total page 506 pages. Available in PDF, EPUB and Kindle. Book excerpt: More than 400 years ago William Gilbert said, "The Earth itself is a great magnet." Today, we know that it is also a great magnetic tape recorder. This work is a comprehensive, up-to-date textbook on extracting and using rock and paleomagnetic data in archaeological, geological, and geophysical applications. Designed for students and professionals with knowledge of college level physics and some background in earth sciences, it describes both the theory and the practice of paleomagnetism, covering topics such as the basics of magnetism, geomagnetic fields, how rocks become magnetized, and the various ways of analyzing the magnetism of rocks. The book uses the companion PmagPy software package. An appendix contains a brief introduction to Python, an easy-to-use, cross-platform, and most important, free programming environment in which PmagPy programs are written.

The Essentials of Biostatistics for Physicians, Nurses, and Clinicians

Download The Essentials of Biostatistics for Physicians, Nurses, and Clinicians PDF Online Free

Author :
Publisher : John Wiley & Sons
ISBN 13 : 1118071948
Total Pages : 226 pages
Book Rating : 4.1/5 (18 download)

DOWNLOAD NOW!


Book Synopsis The Essentials of Biostatistics for Physicians, Nurses, and Clinicians by : Michael R. Chernick

Download or read book The Essentials of Biostatistics for Physicians, Nurses, and Clinicians written by Michael R. Chernick and published by John Wiley & Sons. This book was released on 2011-08-04 with total page 226 pages. Available in PDF, EPUB and Kindle. Book excerpt: A fundamental and straightforward guide to using and understanding statistical concepts in medical research Designed specifically for healthcare practitioners who need to understand basic biostatistics but do not have much time to spare, The Essentials of Biostatistics for Physicians, Nurses and Clinicians presents important statistical methods used in today's biomedical research and provides insight on their appropriate application. Rather than provide detailed mathematics for each of these methods, the book emphasizes what healthcare practitioners need to know to interpret and incorporate the latest biomedical research into their practices. The author draws from his own experience developing and teaching biostatistics courses for physicians and nurses, offering a presentation that is non-technical and accessible. The book begins with a basic introduction to the relationship between biostatistics and medical research, asking the question "why study statistics?," while also exploring the significance of statisitcal methods in medical literature and clinical trials research. Subsequent chapters explore key topics, including: Correlation, regression, and logistic regression Diagnostics Estimating means and proportions Normal distribution and the central limit theorem Sampling from populations Contingency tables Meta-analysis Nonparametric methods Survival analysis Throughout the book, statistical methods that are often utilized in biomedical research are outlined, including repeated measures analysis of variance, hazard ratios, contingency tables, log rank tests, bioequivalence, cross-over designs, selection bias, and group sequential methods. Exercise sets at the end of each chapter allow readers to test their comprehension of the presented concepts and techniques. The Essentials of Biostatistics for Physicians, Nurses, and Clinicians is an excellent reference for doctors, nurses, and other practicing clinicians in the fields of medicine, public health, pharmacy, and the life sciences who need to understand and apply statistical methods in their everyday work. It also serves as a suitable supplement for courses on biostatistics at the upper-undergraduate and graduate levels.

Python Data Visualization Essentials Guide

Download Python Data Visualization Essentials Guide PDF Online Free

Author :
Publisher : BPB Publications
ISBN 13 : 9391030076
Total Pages : 319 pages
Book Rating : 4.3/5 (91 download)

DOWNLOAD NOW!


Book Synopsis Python Data Visualization Essentials Guide by : Kallur Rahman

Download or read book Python Data Visualization Essentials Guide written by Kallur Rahman and published by BPB Publications. This book was released on 2021-07-30 with total page 319 pages. Available in PDF, EPUB and Kindle. Book excerpt: Build your data science skills. Start data visualization Using Python. Right away. Become a good data analyst by creating quality data visualizations using Python. KEY FEATURES ● Exciting coverage on loads of Python libraries, including Matplotlib, Seaborn, Pandas, and Plotly. ● Tons of examples, illustrations, and use-cases to demonstrate visual storytelling of varied datasets. ● Covers a strong fundamental understanding of exploratory data analysis (EDA), statistical modeling, and data mining. DESCRIPTION Data visualization plays a major role in solving data science challenges with various capabilities it offers. This book aims to equip you with a sound knowledge of Python in conjunction with the concepts you need to master to succeed as a data visualization expert. The book starts with a brief introduction to the world of data visualization and talks about why it is important, the history of visualization, and the capabilities it offers. You will learn how to do simple Python-based visualization with examples with progressive complexity of key features. The book starts with Matplotlib and explores the power of data visualization with over 50 examples. It then explores the power of data visualization using one of the popular exploratory data analysis-oriented libraries, Pandas. The book talks about statistically inclined data visualization libraries such as Seaborn. The book also teaches how we can leverage bokeh and Plotly for interactive data visualization. Each chapter is enriched and loaded with 30+ examples that will guide you in learning everything about data visualization and storytelling of mixed datasets. WHAT YOU WILL LEARN ● Learn to work with popular Python libraries and frameworks, including Seaborn, Bokeh, and Plotly. ● Practice your data visualization understanding across numerous datasets and real examples. ● Learn to visualize geospatial and time-series datasets. ● Perform correlation and EDA analysis using Pandas and Matplotlib. ● Get to know storytelling of complex and unstructured data using Bokeh and Pandas. ● Learn best practices in writing clean and short python scripts for a quicker visual summary of datasets. WHO THIS BOOK IS FOR This book is for all data analytics professionals, data scientists, and data mining hobbyists who want to be strong data visualizers by learning all the popular Python data visualization libraries. Prior working knowledge of Python is assumed. TABLE OF CONTENTS 1. Introduction to Data Visualization 2. Why Data Visualization 3. Various Data Visualization Elements and Tools 4. Using Matplotlib with Python 5. Using NumPy and Pandas for Plotting 6. Using Seaborn for Visualization 7. Using Bokeh with Python 8. Using Plotly, Folium, and Other Tools for Data Visualization 9. Hands-on Examples and Exercises, Case Studies, and Further Resources

Offline First Web Development

Download Offline First Web Development PDF Online Free

Author :
Publisher : Packt Publishing Ltd
ISBN 13 : 1785885669
Total Pages : 316 pages
Book Rating : 4.7/5 (858 download)

DOWNLOAD NOW!


Book Synopsis Offline First Web Development by : Daniel Sauble

Download or read book Offline First Web Development written by Daniel Sauble and published by Packt Publishing Ltd. This book was released on 2015-11-20 with total page 316 pages. Available in PDF, EPUB and Kindle. Book excerpt: Design and implement a robust offline app experience using Sencha Touch and PouchDB About This Book Understand the design principles behind a well-designed offline experience Create the illusion of being online when you're really offline Use common libraries such as Sencha Touch and PouchDB to enhance the offline experience of mobile apps Who This Book Is For Do you want to make your app experience more robust and delightful? Are you eager to write apps that cater to a wider audience, not just the Silicon Valley crowd? Do you need to persuade your peers that offline-first is a worthwhile development paradigm? If your answer to all or any one of these questions is yes, then this is the book is for you. Some previous coding and command-line experience would be useful, but is not required. What You Will Learn Design the behavior of the app, taking offline, online, and the transition between those two states into account Seamlessly implement the offline/online experience that you've designed using Sencha Touch and PouchDB Show the user what's happening under the hood with online/offline indicators and Good Mobile Messaging Employ various strategies to cope with unreliable network conditions Help the user resolve conflicts related to the “split-brain” problem Choose intelligent defaults based on usage of the app Use point-to-point networking to partially overcome a lack of Internet connectivity In Detail When building mobile apps, it's easy to forget about the moments when your users lack a good Internet connection. Put your phone in airplane mode, open a few popular apps, and you'll quickly see how they handle being offline. From Twitter to Pinterest to Apple Maps, some apps might handle being offline better—but very few do it well. A poor offline experience will result in frustrated users who will abandon your app, or worse, turn to your competitor's apps! Expert or novice, this book will teach you everything you need to know about designing and building a rigorous offline app experience. By putting the offline experience first, you'll have a solid foundation to build upon, avoiding the unnecessary stress and frustration of trying to retrofit offline capabilities into your finished app. This basic principle, designing for the worst-case scenario, could save you countless hours of wasted effort. Style and approach This book adopts an iterative approach to designing and building a mobile app, where each chapter builds on the one before, resulting in a fully-functional app that demonstrates the concepts taught, each one of which is explained through the use of an example.

Bootstrap Methods and Their Application

Download Bootstrap Methods and Their Application PDF Online Free

Author :
Publisher : Cambridge University Press
ISBN 13 : 9780521574716
Total Pages : 606 pages
Book Rating : 4.5/5 (747 download)

DOWNLOAD NOW!


Book Synopsis Bootstrap Methods and Their Application by : A. C. Davison

Download or read book Bootstrap Methods and Their Application written by A. C. Davison and published by Cambridge University Press. This book was released on 1997-10-28 with total page 606 pages. Available in PDF, EPUB and Kindle. Book excerpt: Disk contains the library functions and documentation for use with Splus for Windows.

Odoo 11 Development Essentials

Download Odoo 11 Development Essentials PDF Online Free

Author :
Publisher : Packt Publishing Ltd
ISBN 13 : 1788476166
Total Pages : 328 pages
Book Rating : 4.7/5 (884 download)

DOWNLOAD NOW!


Book Synopsis Odoo 11 Development Essentials by : Daniel Reis

Download or read book Odoo 11 Development Essentials written by Daniel Reis and published by Packt Publishing Ltd. This book was released on 2018-03-29 with total page 328 pages. Available in PDF, EPUB and Kindle. Book excerpt: Fast track your development skills to build resourceful, open-source business applications with Odoo 11 Key Features Discover the latest technical capabilities in Odoo 11 while you build your own app Program business logic and manipulate data to implement specific business rules in your applications Implement automated tests to add modules and techniques and debug module business logic Book Description Odoo continues to gain worldwide momentum as the best platform for open source ERP installations. Now, with Odoo 11, you have access to an improved GUI, performance optimization, integrated in-app purchase features, and a fast-growing community to help transform and modernize your business. With this practical guide, you will cover all the new features that Odoo 11 has to offer to build and customize business applications, focusing on the publicly available community edition. We begin with setting up a development environment, and as you make your way through the chapters, you will learn to build feature-rich business applications. With the aim of jump-starting your Odoo proficiency level, from no specific knowledge to application development readiness, you will develop your first Odoo application. We then move on to topics such as models and views, and understand how to use server APIs to add business logic, helping to lay a solid foundation for advanced topics. The book concludes with Odoo interactions and how to use the Odoo API from other programs, all of which will enable you to efficiently integrate applications with other external systems. What you will learn Install Odoo from source Manage Odoo server instances Create a new Odoo application from scratch covering the most frequently used elements Develop new models and use inheritance to extend/modify existing models Use ORM methods, both in the Odoo server and from external clients Create Kanban views using QWeb effectively Develop custom web and website CMS pages Use external API to integrate Odoo with external applications Who this book is for Odoo 11 Development Essentials caters to developers who are familiar with Python and MVC design and now want to build effective business applications using Odoo.

Python Data Science Essentials

Download Python Data Science Essentials PDF Online Free

Author :
Publisher : Packt Publishing Ltd
ISBN 13 : 1789531896
Total Pages : 466 pages
Book Rating : 4.7/5 (895 download)

DOWNLOAD NOW!


Book Synopsis Python Data Science Essentials by : Alberto Boschetti

Download or read book Python Data Science Essentials written by Alberto Boschetti and published by Packt Publishing Ltd. This book was released on 2018-09-28 with total page 466 pages. Available in PDF, EPUB and Kindle. Book excerpt: Gain useful insights from your data using popular data science tools Key FeaturesA one-stop guide to Python libraries such as pandas and NumPyComprehensive coverage of data science operations such as data cleaning and data manipulationChoose scalable learning algorithms for your data science tasksBook Description Fully expanded and upgraded, the latest edition of Python Data Science Essentials will help you succeed in data science operations using the most common Python libraries. This book offers up-to-date insight into the core of Python, including the latest versions of the Jupyter Notebook, NumPy, pandas, and scikit-learn. The book covers detailed examples and large hybrid datasets to help you grasp essential statistical techniques for data collection, data munging and analysis, visualization, and reporting activities. You will also gain an understanding of advanced data science topics such as machine learning algorithms, distributed computing, tuning predictive models, and natural language processing. Furthermore, You’ll also be introduced to deep learning and gradient boosting solutions such as XGBoost, LightGBM, and CatBoost. By the end of the book, you will have gained a complete overview of the principal machine learning algorithms, graph analysis techniques, and all the visualization and deployment instruments that make it easier to present your results to an audience of both data science experts and business users What you will learnSet up your data science toolbox on Windows, Mac, and LinuxUse the core machine learning methods offered by the scikit-learn libraryManipulate, fix, and explore data to solve data science problemsLearn advanced explorative and manipulative techniques to solve data operationsOptimize your machine learning models for optimized performanceExplore and cluster graphs, taking advantage of interconnections and links in your dataWho this book is for If you’re a data science entrant, data analyst, or data engineer, this book will help you get ready to tackle real-world data science problems without wasting any time. Basic knowledge of probability/statistics and Python coding experience will assist you in understanding the concepts covered in this book.

Machine Learning Essentials

Download Machine Learning Essentials PDF Online Free

Author :
Publisher : STHDA
ISBN 13 : 1986406857
Total Pages : 211 pages
Book Rating : 4.9/5 (864 download)

DOWNLOAD NOW!


Book Synopsis Machine Learning Essentials by : Alboukadel Kassambara

Download or read book Machine Learning Essentials written by Alboukadel Kassambara and published by STHDA. This book was released on 2018-03-10 with total page 211 pages. Available in PDF, EPUB and Kindle. Book excerpt: Discovering knowledge from big multivariate data, recorded every days, requires specialized machine learning techniques. This book presents an easy to use practical guide in R to compute the most popular machine learning methods for exploring real word data sets, as well as, for building predictive models. The main parts of the book include: A) Unsupervised learning methods, to explore and discover knowledge from a large multivariate data set using clustering and principal component methods. You will learn hierarchical clustering, k-means, principal component analysis and correspondence analysis methods. B) Regression analysis, to predict a quantitative outcome value using linear regression and non-linear regression strategies. C) Classification techniques, to predict a qualitative outcome value using logistic regression, discriminant analysis, naive bayes classifier and support vector machines. D) Advanced machine learning methods, to build robust regression and classification models using k-nearest neighbors methods, decision tree models, ensemble methods (bagging, random forest and boosting). E) Model selection methods, to select automatically the best combination of predictor variables for building an optimal predictive model. These include, best subsets selection methods, stepwise regression and penalized regression (ridge, lasso and elastic net regression models). We also present principal component-based regression methods, which are useful when the data contain multiple correlated predictor variables. F) Model validation and evaluation techniques for measuring the performance of a predictive model. G) Model diagnostics for detecting and fixing a potential problems in a predictive model. The book presents the basic principles of these tasks and provide many examples in R. This book offers solid guidance in data mining for students and researchers. Key features: - Covers machine learning algorithm and implementation - Key mathematical concepts are presented - Short, self-contained chapters with practical examples.