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The most crucial ability for machine learning and data science is mathematical logic for grasping their essence rather than knowledge and experience. This textbook approaches the essence of machine learning and data science by considering math problems and building R programs.
As the preliminary part, Chapter 1 provides a concise introduction to linear algebra, which will help novices read further to the following main chapters. Those succeeding chapters present essential topics in statistical learning: linear regression, classification, resampling, information criteria, regularization, nonlinear regression, decision trees, support vector machines, and unsupervised learning.
Each chapter mathematically formulates and solves machine learning problems and builds the programs. The body of a chapter is accompanied by proofs and programs in an appendix, with exercises at theThe most crucial ability for machine learning and data science is mathematical logic for grasping their essence rather than knowledge and experience. This textbook approaches the essence of machine learning and data science by considering math problems and building R programs. As the preliminary
Chapter 1: Linear Algebra.- Chapter 2: Linear Regression.- Chapter 3: Classification.- Chapter 4: Resampling.- Chapter 5: Information Criteria.- Chapter 6: Regularization.- Chapter 7: Nonlinear Regression.- Chapter 8: Decision Trees.- Chapter 9: Support Vector Machine.- Chapter 10: Unsupervised
Statistical methods are a key tool for all scientists working with data, but learning the basics continues to challenge successive generations of students. This accessible textbook provides an up-to-date introduction to the classical techniques and modern extensions of linear model analysis-one of
The Complete Beginner's Guide to Understanding and Building Machine Learning Systems with Python Machine Learning with Python for Everyone will help you master the processes, patterns, and strategies you need to build effective learning systems, even if you're an absolute beginner. If you can
A guitar-playing practice guide with hundreds of warm-up and technique-building exercises If you already play some guitar but need some practice, you're in the right place. Guitar Exercises For Dummies is a friendly guide that provides just enough need-to-know information about practicing scales,
In Math for Programmers you'll explore important mathematical concepts through hands-on coding. Summary To score a job in data science, machine learning, computer graphics, and cryptography, you need to bring strong math skills to the party. Math for Programmers teaches the math you need for these
This concise, easy-to-use reference puts one of the most popular frameworks for deep learning research and development at your fingertips. Author Joe Papa provides instant access to syntax, design patterns, and code examples to accelerate your development and reduce the time you spend searching for
Mastering Corda provides you with a consistent, linear, and paced path to learning Corda and building modern enterprise-grade decentralized applications. Using this book, anyone from a complete blockchain beginner to an experienced blockchain or enterprise architect can rapidly understand and write
Ready to use statistical and machine-learning techniques across large data sets? This practical guide shows you why the Hadoop ecosystem is perfect for the job. Instead of deployment, operations, or software development usually associated with distributed computing, you'll focus on particular
Understanding the world of R programming and analysis has never been easier Most guides to R, whether books or online, focus on R functions and procedures. But now, thanks to Statistical Analysis with R For Dummies, you have access to a trusted, easy-to-follow guide that focuses on the foundational
The Learning Biblical Hebrew Workbook is an essential companion for students using Learning Biblical Hebrew: Reading for Comprehension. The workbook includes guided readings tailored to the growing knowledge of the student using the introductory grammar. After the opening chapters containing
Makes mathematical and statistical analysis understandable to even the least math-minded biology student This unique textbook aims to demystify statistical formulae for the average biology student. Written in a lively and engaging style, Statistics for Terrified Biologists, 2nd Edition draws on the
Get valuable hands-on experience with Swift, the open source programming language developed by Apple. With this practical guide, skilled programmers with little or no knowledge of Apple development will learn how to code with the latest version of Swift by developing a working iOS app from start to
Statistical Inference via Data Science: A ModernDive into R and the Tidyverse provides a pathway for learning about statistical inference using data science tools widely used in industry, academia, and government. It introduces the tidyverse suite of R packages, including the ggplot2 package for
In-depth instruction and practical techniques for building with the BeagleBone embedded Linux platform Exploring BeagleBone is a hands-on guide to bringing gadgets, gizmos, and robots to life using the popular BeagleBone embedded Linux platform. Comprehensive content and deep detail provide more
OVER 180 EXERCISES Visual Scanning skills are required for successful reading, writing, math and all other academic classes.Visual scanning, the first skill mastered for speed reading.Visual Scanning skills improve:1.reading speed2.reading accuracy3.attention to detail4.reading
Providing 100 practical ideas to enhance and develop learning, this is a resourceful guide for anyone working to support pupils with ADHD. Each idea has been successfully tried and tested. Ideas range from preparing to teach the ADHD child to helping develop the child's social skills and self
HOW to Personalize Learning Create a powerful shift in education by building a culture of learning so every learner is valued. This practical follow-up to Bray and McClaskey's first book brings theory to practice. Discover how to build a shared vision that supports personalized learning using the
An essential guide for teaching and learning computational art and design: exercises, assignments, anecdotes, and interviews; more than 150 color images. This book is an essential resource for art educators and artists who want to explore code as a creative medium, and a guide for computer
Help kids go MAD FOR MATH This series offers a fun approach to learning. Through storytelling and entertaining activities, kids will begin to grasp basic mathematical principles and gain enthusiasm about the world of numbers. Units of measurement can easily turn into obstacles for many students
A fantastic follow-up to Brain Games for Clever Kids, this book is brimming with logic, reasoning and problem-solving puzzles designed to help kids make the most of their grey
For courses in problem solving and programming logic. Making complex programming concepts accessible to every student Starting Out with Programming Logic and Design is a language-independent introductory programming book, teaching students programming concepts and logic without assuming any