Search results for ""packt publishing limited""
Packt Publishing Limited Practical Discrete Mathematics: Discover math principles that fuel algorithms for computer science and machine learning with Python
A practical guide simplifying discrete math for curious minds and demonstrating its application in solving problems related to software development, computer algorithms, and data scienceKey Features Apply the math of countable objects to practical problems in computer science Explore modern Python libraries such as scikit-learn, NumPy, and SciPy for performing mathematics Learn complex statistical and mathematical concepts with the help of hands-on examples and expert guidance Book DescriptionDiscrete mathematics deals with studying countable, distinct elements, and its principles are widely used in building algorithms for computer science and data science. The knowledge of discrete math concepts will help you understand the algorithms, binary, and general mathematics that sit at the core of data-driven tasks. Practical Discrete Mathematics is a comprehensive introduction for those who are new to the mathematics of countable objects. This book will help you get up to speed with using discrete math principles to take your computer science skills to a more advanced level. As you learn the language of discrete mathematics, you'll also cover methods crucial to studying and describing computer science and machine learning objects and algorithms. The chapters that follow will guide you through how memory and CPUs work. In addition to this, you'll understand how to analyze data for useful patterns, before finally exploring how to apply math concepts in network routing, web searching, and data science. By the end of this book, you'll have a deeper understanding of discrete math and its applications in computer science, and be ready to work on real-world algorithm development and machine learning.What you will learn Understand the terminology and methods in discrete math and their usage in algorithms and data problems Use Boolean algebra in formal logic and elementary control structures Implement combinatorics to measure computational complexity and manage memory allocation Use random variables, calculate descriptive statistics, and find average-case computational complexity Solve graph problems involved in routing, pathfinding, and graph searches, such as depth-first search Perform ML tasks such as data visualization, regression, and dimensionality reduction Who this book is forThis book is for computer scientists looking to expand their knowledge of discrete math, the core topic of their field. University students looking to get hands-on with computer science, mathematics, statistics, engineering, or related disciplines will also find this book useful. Basic Python programming skills and knowledge of elementary real-number algebra are required to get started with this book.
£48.99
Packt Publishing Limited Unlocking Data with Generative AI and RAG
£32.40
Packt Publishing Limited Generative AI Application Integration Patterns
£40.13
Packt Publishing Limited Data Science with .NET and Polyglot Notebooks
£38.19
Packt Publishing Limited Mastering the Art of Sales Engineering
£29.49
Packt Publishing Limited UX for Enterprise ChatGPT Solutions
£32.40
Packt Publishing Limited Kubernetes An Enterprise Guide
£44.00
Packt Publishing Limited Strategic Leadership in Responsive Web Design
£30.46
Packt Publishing Limited Incident Response for Windows
£32.40
Packt Publishing Limited Data Engineering Best Practices
£40.13
Packt Publishing Limited Babylonjs Essentials
£33.75
Packt Publishing Limited VMware Horizon View High Availability
Design, develop and deploy a highly available vSphere environment for VMware Horizon View About This Book • Enhance your capability of meeting various Service Level Agreements in VMware Horizon View • Get acquainted through all the necessary considerations for building a View environment • Cover VMware High Availability hurdle by hurdle along with the checklists for verification of the environment being ready for production Who This Book Is For If you manage, plan or deploy VMware Horizon View or are looking for tips for best practices and configuration details this book is for you. This book is intended for administrators who design and deploy VMware Horizon View or administrators who are looking for ways to improve their existing View environment. What You Will Learn • Install and configure a VMware Horizon View Connection Server and redundant pair • Discover the networking requirements for View and learn how to build redundancy into your network • Analyze each of the View user pool types and how each one can be made highly available and survivable. • Get to know about storage protocols such as NFS, iSCSI and Fibre Channel • Deploy Virtual SAN, and find out how to effectively couple Virtual SAN with View • Learn about View monitoring tools to allow fast responses to various crises • Plan, analyze and upgrade VMware Horizon View • Analyze network services required for VMware Horizon View and build them in a redundant manner In Detail The increasing movement to virtualize workloads and workstations has put VMware Horizon View into a central mission critical role in many environments. Administrators may be overwhelmed with planning for outages and dealing with failure scenarios. It's easy to miss small details that will result in outages down the road. Following VMware Horizon View best practices and planning ahead with network infrastructure will allow you to avoid these common pit falls. This book will walk you through the setup and configuration of View in a highly available configuration. It will provide you with the skills to analyze and deploy configurations that can stand up to rigorous failure standards. The book starts with deploying and basic configuration of VMware Horizon View in a redundant setup, then moves on to cover high availability for networking, fibre channel, NFS, and iSCSI. We finish this book with monitoring and upgrade planning. At the end we also learn about maintaining the uptime and minimizing the downtime that can be caused due to various factors. Each topic comes with a list of best practices and failure scenarios to test. Administrators will learn the intricacies of protecting a View environment. Style and approach This book provides configuration and installation steps for administration and installation of a Horizon View server. It includes high-level overviews of any protocols, services used by Horizon View, and best practices and high availability checklists for each chapter.
£35.99
Packt Publishing Limited Deploying Node.js
About This Book Gain comprehensive information on scaling Node.js both vertically and horizontally in the cloud and across virtual machines Learn how to use Gulp, Mocha, Chai, PhantomJS, Git, Browserify, Docker, and other tools to construct a simple, fast, and intelligent build-and-deploy system Utilize the easy-to-understand examples to explore data caching strategies, application monitoring tips and tricks, and other professional techniques that are useful for maintaining lightweight, fast, and robust applications Who This Book Is ForIf you are an intermediate or advanced developer deploying your Node.js applications, then this book is for you. If you have already built a Node application or module and want to take your knowledge to the next level, this book will help you find your way.What You Will Learn Learn the strengths of Node.js and how to optimize your code to make it ready for deployment into production Use Docker and Vagrant to create many virtual instances of your Node.js applications Deploy Node.js repositories to the cloud using Heroku, OpenShift, and DigitalOcean Utilize native Node.js modules, or Nginx, to load balance your applications Optimize your Node runtime by tweaking V8, managing memory intelligently, and using Redis to manage state data Discover how to use Gulp, Browserify, npm, Mocha, Chai, Sinon, and other tools to simplify your build/test/release process Manage your production deployments with Git, Jenkins, and Ansible In DetailNode.js is a popular choice for teams that need to design, build, test, deploy, maintain, and monitor large-scale distributed systems. Starting with a detailed overview of the Node.js architecture, this book covers topics that will help in application development, testing, deployment, and maintenance.You will learn about concurrency, event loops, callbacks and streams. Furthermore, step-by-step instructions on deploying applications to providers such as DigitalOcean and Heroku will be provided, including information on setting up load balancers and proxies. Message queues and other techniques for managing state and session data at scale will also be covered.A series of examples on deploying your Node.js applications in production environments are provided, including a discussion on setting up continuous deployment and integration for your team. Popular tools for testing, deploying, building, and monitoring Node.js applications are covered, helping you get up and running quickly.
£35.99
Packt Publishing Limited Nodejs Blueprints
£60.30
Packt Publishing Limited Learning QGIS 2.0
A short book with a lot of hands-on examples to help you learn in a practical way. This book is great for users, developers, and consultants who know the basic functions and processes of a GIS but want to know how to use QGIS to achieve the results they are used to a full-fledged GIS.
£20.10
Packt Publishing Limited Gamification with Moodle
Use game elements in Moodle courses to build learner resilience and motivation About This Book • Formulate a Moodle course that acts as a flexible framework ready for your own content • Keep learners engrossed and create opportunities for motivation through the concepts of status, access, and power • A resourceful guide to innovative learning using automatic reports, assessments, and conditional release of activities Who This Book Is For This book has been designed for teachers who to use technology to create more engaging learning experiences for both online learning and in face-to-face sessions. This book will especially appeal to people who are interested in the underlying mechanics of play and games and want to know more about applying these concepts in an educational context. It is assumed that you are a teacher and expert in your field, have basic computer skills, and have access to the Internet. What You Will Learn • Set up a scoring system using Moodle Gradebook • Enable communication and collaboration in your class as a Learning Community using forums • Assess your learners' abilities by setting up challenges and quests • Configure gateways to check and ensure progress before new content or activities are released • Create Moodle assignments to provide effective feedback through a comment bank and custom scale • Issue Open Badges to recognize achievements and set up an online backpack to share digital badges • Reduce anxiety for learners by using the game-like concept of “Levelling Up” In Detail This book describes how teachers can use Gamification design within the Moodle Learning Management System. Game elements can be included in course design by using, badges, rubrics, custom grading scales, forums, and conditional activities. Moodle courses do not have to be solo-learning experiences that replicate Distance Education models. The Gamification design process starts by profiling players and creating levels of achievement towards meeting learning outcomes. Each task is defined, valued, and sequenced. Motivation loops are devised to keep the momentum going. In a gaming studio, this approach would require a team of specialists with a large budget and time frames. Preparing for a class rarely has these optimal conditions. The approach used in this book is to introduce game elements into the course design gradually. First, apply gamification to just one lesson and then build up to gamifying a series of lessons over a term. Each example will indicate the difficulty level and time investment. Try it out to see what is most effective with your learners and choose wisely in your use of technology. By the end of this book, you will be able to create Moodle courses that incorporate choice, communication, challenge, and creativity. Style and approach An easy-to-follow guide full of screenshots and step-by-step instructions with estimated time frames required to accomplish numerous tasks. Tips are offered for new Moodlers and plugin extensions are suggested for advanced Moodlers. The focus of the book is on why you would want to use each activity rather than detailed technical descriptions.
£21.59
Packt Publishing Limited Odoo 14 Development Cookbook: Rapidly build, customize, and manage secure and efficient business apps using Odoo's latest features, 4th Edition
With over 200 recipes covering real-world examples, take your Odoo development skills to the next level and solve complex business problems using this guideKey Features Learn to develop new modules and modify existing modules using the Odoo framework Explore key concepts of the Odoo framework to build robust business applications Create dynamic websites with snippets and learn to deploy an Odoo instance on the server or Odoo.sh Book DescriptionWith its latest iteration, the powerful Odoo framework released a wide variety of features for rapid application development. This updated Odoo development cookbook will help you explore the new features in Odoo 14 and learn how to use them to develop Odoo applications from scratch. You'll learn about the new website concepts in Odoo 14 and get a glimpse of Odoo's new web-client framework, the Odoo Web Library (OWL). Once you've completed the installation, you'll begin to explore the Odoo framework with real-world examples. You'll then create a new Odoo module from the ground up and progress to advanced framework concepts. You'll also learn how to modify existing applications, including Point of Sale (POS) applications. This book isn't just limited to backend development; you'll discover advanced JavaScript recipes for creating new views and widgets. As you progress, you'll learn about website development and become a quality Odoo developer by studying performance optimization, debugging, and automated testing. Finally, you'll delve into advanced concepts such as multi-website, In-App Purchasing (IAP), Odoo.sh, the IoT Box, and security. By the end of the book, you'll have all the knowledge you need to build impressive Odoo applications and you'll be well versed in development best practices that will come in handy when working with the Odoo framework.What you will learn Build beautiful websites with Odoo CMS using dynamic building blocks Get to grips with advanced concepts such as caching, prefetching, debugging Modify backend JavaScript components and POS applications with the new OWL framework Connect and access any object in Odoo via Remote Procedure Calls (RPC) Manage, deploy, and test an Odoo instance with Odoo.sh Configure IoT Box to add and upgrade Point of Sale (POS) hardware Find out how to implement in-app purchase services Who this book is forThis book is suitable for both newcomers and experienced Odoo developers who want to develop a highly efficient business application with the Odoo framework. Basic knowledge of Python and JavaScript is necessary to get the most out of the book.
£43.27
Packt Publishing Limited Hands-On Microsoft Teams: A practical guide to enhancing enterprise collaboration with Microsoft Teams and Office 365
(A new edition with enhanced coverage is now available) A complete guide on Teams filled with real-world scenarios and best practices to increase productivity and engagementKey Features Interactive approach to learn the key concepts of Teams and its implementation in modern workplace Discover tips and techniques for extending Teams to meet your business requirements Integrate Teams with various Microsoft services such as PowerShell, SharePoint, PowerApps, and Power Automate Book DescriptionMicrosoft Teams is a platform for unified communication in modern workplaces. It not only enables effective communication, but also helps you manage your resources through its integration with various Microsoft Office 365 services. This book offers a comprehensive introduction to the platform, getting you up to speed in no time. Complete with hands-on tutorials, and projects, this easy-to-follow guide will teach you how to use Teams in the best possible way. Starting with the basic concepts that will help you collaborate on Teams, this book takes you through expert techniques for creating and managing teams. A dedicated section also features industry practices to help enhance collaboration in modern workplaces. In later chapters, you’ll explore Microsoft services such as SharePoint, PowerApps, Power Automate, and learn how they interact with Microsoft Teams. You’ll also get to grips with dealing with permissions and security issues in managing private and public teams and channels. Along the way, you’ll discover practical scenarios that will help you improve the collaboration in your organization and increase productivity by using Teams features. By the end of this book, you’ll have hands-on experience of using Microsoft Teams, along with the skills you need to improve the way people collaborate in your organization.What you will learn Create teams, channels, and tabs in Microsoft Teams Explore the Teams architecture and various Office 365 components included in Teams Perform scheduling, and managing meetings and live events in Teams Configure and manage apps in Teams Design automated scripts for managing a Teams environment using PowerShell Build your own Microsoft Teams app without writing code Who this book is forThis Microsoft Teams book is for power users and business professionals looking to use Teams for improving collaboration in an enterprise environment. The book will also be useful for Office 365 administrators interested in implementing Microsoft Teams effectively by learning about and exploring expert tips and best practices to ensure good governance.
£41.99
Packt Publishing Limited Python Data Cleaning and Preparation Best Practices
£37.99
Packt Publishing Limited Microsoft Certified Azure Data Fundamentals DP900 Exam Guide
£37.99
Packt Publishing Limited Implementing GitOps with Kubernetes
£36.26
Packt Publishing Limited TradeStation EasyLanguage for Algorithmic Trading
£40.13
Packt Publishing Limited Mastering Salesforce Experience Cloud
£32.40
Packt Publishing Limited The Ultimate Linux Shell Scripting Guide
£44.00
Packt Publishing Limited Continuous Testing Quality Security and Feedback
£36.26
Packt Publishing Limited Exam Ref AZ104 Microsoft Azure Administrator Certification and Beyond Third Edition
£57.06
Packt Publishing Limited Certified Information Systems Security Professional CISSP Exam Guide
£40.13
Packt Publishing Limited Getting Started with Hazelcast Second Edition Get acquainted with the highly scalable data grid Hazelcast and learn how to bring its powerful inmemory features into your application
£39.24
Packt Publishing Limited Mastering Nodejs Expert techniques for building fast servers and scalable realtime network applications with minimal effort Community Experience Distilled
£54.90
Packt Publishing Limited Game Development Patterns with Unreal Engine 5: Build maintainable and scalable systems with C++ and Blueprint
Improve your game's code to make it more readable, reusable, modular, and optimized, guided by design patterns to enhance your overall use of C++ with Unreal Engine Key Features Explore the fascinating world of design patterns and their applications in Unreal Engine 5 game development Learn how to translate code from Blueprint to C++ to implement performant solutions in game development Discover best practices for writing clean code and applying it to Unreal Engine 5 and C++ Purchase of the print or Kindle book includes a free PDF eBook Book DescriptionDesign patterns serve as a toolkit of techniques and practices that enable you to write code that’s not only faster, but also more manageable. With this book, you’ll explore a range of design patterns and learn how to apply them to projects developed in Unreal Engine 5. You’ll begin by delving into the foundational principles of coding and develop a solid understanding of the concepts, challenges, and benefits of using patterns in your code. As you progress, you’ll identify patterns that are woven into the core of Unreal Engine 5 such as Double Buffer, Flyweight, and Spatial Partitioning, followed by some of the existing tool sets that embody patterns in their design and usage including Component, Behavior Tree, and Update. In the next section of the book, you’ll start developing a series of gameplay use cases in C++ to implement a variety of design patterns such as Interface and Event-based Observers to build a decoupled communications hierarchy. You’ll also work with Singleton, Command, and State, along with Behavioral Patterns, Template, Subclass Sandbox, and Type Object. The final section focuses on using design patterns for optimization, covering Dirty Flag, Data Locality, and Object Pooling. By the end of this book, you’ll be proficient in designing systems with the perfect C++/Blueprint blend for maintainable and scalable systems. What you will learn Grasp the essence of design patterns and their inherent utility Understand the layers within UE 5 and how they work together Identify the relationship between C++ code and Blueprint in Unreal Engine 5 Recognize the design patterns found within existing Unreal Engine 5 functions Explore design patterns to understand their purpose and application within Unreal Engine 5 Creatively apply design patterns to existing code to overcome common challenges Who this book is forIf you are a beginner or intermediate game developer working with Unreal Engine and looking to improve your C++ coding practices, this book is tailor-made to help you produce clean, reusable code through the application of design patterns. While this book will cover introductory tasks to show the fundamentals of Unreal Engine 5, its primary purpose is not to teach Unreal Engine from scratch. Prior experience with Unreal Engine will be beneficial, but don’t fret if your knowledge isn’t in-depth; the book will introduce tools and features as needed.
£33.30
Packt Publishing Limited Moodle 19 for Second Language Teaching
£56.07
Packt Publishing Limited RAGDriven Generative AI
£37.22
Packt Publishing Limited Technical Program Managers Handbook
£34.33
Packt Publishing Limited Resilient Cybersecurity
£40.13
Packt Publishing Limited The Art of Micro Frontends
£30.46
Packt Publishing Limited Polars Cookbook
£36.26
Packt Publishing Limited Mastering Hadoop 3: Big data processing at scale to unlock unique business insights
A comprehensive guide to mastering the most advanced Hadoop 3 conceptsKey Features Get to grips with the newly introduced features and capabilities of Hadoop 3 Crunch and process data using MapReduce, YARN, and a host of tools within the Hadoop ecosystem Sharpen your Hadoop skills with real-world case studies and code Book DescriptionApache Hadoop is one of the most popular big data solutions for distributed storage and for processing large chunks of data. With Hadoop 3, Apache promises to provide a high-performance, more fault-tolerant, and highly efficient big data processing platform, with a focus on improved scalability and increased efficiency.With this guide, you’ll understand advanced concepts of the Hadoop ecosystem tool. You’ll learn how Hadoop works internally, study advanced concepts of different ecosystem tools, discover solutions to real-world use cases, and understand how to secure your cluster. It will then walk you through HDFS, YARN, MapReduce, and Hadoop 3 concepts. You’ll be able to address common challenges like using Kafka efficiently, designing low latency, reliable message delivery Kafka systems, and handling high data volumes. As you advance, you’ll discover how to address major challenges when building an enterprise-grade messaging system, and how to use different stream processing systems along with Kafka to fulfil your enterprise goals.By the end of this book, you’ll have a complete understanding of how components in the Hadoop ecosystem are effectively integrated to implement a fast and reliable data pipeline, and you’ll be equipped to tackle a range of real-world problems in data pipelines.What you will learn Gain an in-depth understanding of distributed computing using Hadoop 3 Develop enterprise-grade applications using Apache Spark, Flink, and more Build scalable and high-performance Hadoop data pipelines with security, monitoring, and data governance Explore batch data processing patterns and how to model data in Hadoop Master best practices for enterprises using, or planning to use, Hadoop 3 as a data platform Understand security aspects of Hadoop, including authorization and authentication Who this book is forIf you want to become a big data professional by mastering the advanced concepts of Hadoop, this book is for you. You’ll also find this book useful if you’re a Hadoop professional looking to strengthen your knowledge of the Hadoop ecosystem. Fundamental knowledge of the Java programming language and basics of Hadoop is necessary to get started with this book.
£39.59
Packt Publishing Limited Angular 2 Components
£33.30
Packt Publishing Limited Angular Design Patterns and Best Practices: Create scalable and adaptable applications that grow to meet evolving user needs
Unleash the full potential of Angular 17 to create more robust and feature-rich applications effortlessly Key Features Boost your Angular app development productivity by leveraging often-overlooked advanced features and best practices Enhance the quality of your Angular applications by simplifying code Gain practical knowledge through real-world examples of advanced Angular features and design patterns Purchase of the print or Kindle book includes a free PDF eBook Book DescriptionSingle page applications (SPAs) have become the standard for most web experiences. Angular, with its batteries-included approach, has emerged as a powerful framework for simplifying the development of these interfaces by offering a comprehensive toolbox. This book guides you through the Angular ecosystem, uncovering invaluable design patterns and harnessing its essential features. The book begins by laying a strong foundation, helping you understand when and why Angular should be your web development framework of choice. The next set of chapters will help you gain expertise in component design and architecting efficient, flexible, and high-performing communication patterns between components. You’ll then delve into Angular's advanced features to create forms in a productive and secure way with robust data model typing. You'll also learn how to enhance productivity using interceptors to reuse code for common functionalities, such as token management, across various apps. The book also covers micro frontend architecture in depth to effectively apply this architectural approach and concludes by helping you master the art of crafting tests and handling errors effortlessly. By the end of this book, you'll have unlocked the full potential of the Angular framework.What you will learn Discover effective strategies for organizing your Angular project for enhanced efficiency Harness the power of TypeScript to boost productivity and the overall quality of your Angular project Implement proven design patterns to streamline the structure and communication between components Simplify complex applications by integrating micro frontend and standalone components Optimize the deployment process for top-notch application performance Leverage Angular signals and standalone components to create performant applications Who this book is forWhether you’re a web developer or a tech leader engaged in frontend development, be it for small-scale projects or large, complex systems, you’ll find this book useful to enhance both the quality and performance of your applications. Web architects seeking to design robust and adaptable frontend applications while leveraging Angular's extensive feature set will discover valuable insights within these pages.
£31.31
Packt Publishing Limited Certified Ethical Hacker (CEH) v12 312-50 Exam Guide: Keep up to date with ethical hacking trends and hone your skills with hands-on activities
Develop foundational skills in ethical hacking and penetration testing while getting ready to pass the certification examKey Features Learn how to look at technology from the standpoint of an attacker Understand the methods that attackers use to infiltrate networks Prepare to take and pass the exam in one attempt with the help of hands-on examples and mock tests Book DescriptionWith cyber threats continually evolving, understanding the trends and using the tools deployed by attackers to determine vulnerabilities in your system can help secure your applications, networks, and devices. To outmatch attacks, developing an attacker's mindset is a necessary skill, which you can hone with the help of this cybersecurity book.This study guide takes a step-by-step approach to helping you cover all the exam objectives using plenty of examples and hands-on activities. You'll start by gaining insights into the different elements of InfoSec and a thorough understanding of ethical hacking terms and concepts. You'll then learn about various vectors, including network-based vectors, software-based vectors, mobile devices, wireless networks, and IoT devices. The book also explores attacks on emerging technologies such as the cloud, IoT, web apps, and servers and examines prominent tools and techniques used by hackers. Finally, you'll be ready to take mock tests, which will help you test your understanding of all the topics covered in the book.By the end of this book, you'll have obtained the information necessary to take the 312-50 exam and become a CEH v11 certified ethical hacker.What you will learn Get to grips with information security and ethical hacking Undertake footprinting and reconnaissance to gain primary information about a potential target Perform vulnerability analysis as a means of gaining visibility of known security weaknesses Become familiar with the tools and techniques used by an attacker to hack into a target system Discover how network sniffing works and ways to keep your information secure Explore the social engineering techniques attackers use to compromise systems Who this book is forThis ethical hacking book is for security professionals, site admins, developers, auditors, security officers, analysts, security consultants, and network engineers. Basic networking knowledge (Network+) and at least two years of experience working within the InfoSec domain are expected.
£37.29
Packt Publishing Limited IBM Cognos 8 Planning
£66.69
Packt Publishing Limited Mastering DevOps on Microsoft Power Platform
£36.26
Packt Publishing Limited BareMetal Embedded C Programming
£34.33
Packt Publishing Limited AI-Assisted Software Development with GitHub Copilot and ChatGPT: A guide to optimizing developer productivity in machine learning, data science, and app and low code development
Code the Copilot way to fully optimize your productivity, following the best practices to master AI-assisted programming Key Features Utilize GitHub Copilot and ChatGPT for web development, data science, and machine learning Master prompt engineering techniques through effective prompt engineering patterns Learn practices for collaborating, debugging, and optimizing code with ChatGPT and GitHub Copilot Book DescriptionWith Copilot and ChatGPT as your AI assistants, this guide will teach you how to generate high-quality code, automate repetitive tasks, and streamline your development process. First, you'll explore using a problem formulation approach for your prompts, discovering how to reduce development time and improve your code quality. Beyond the basics, you will apply strategies for effective prompting and explore real-world prompting patterns across various programming domains. Next, you will discover GitHub Copilot best practices for code generation, documentation, testing, optimization, and refactoring. As you progress, you'll explore the intersection of machine learning and AI-assisted coding, delving into machine learning concepts, data preprocessing, supervised and unsupervised learning, and model evaluation. The book also covers web development with GitHub Copilot and ChatGPT, guiding you through the process of building a frontend using HTML, CSS, and JavaScript, and developing a backend with APIs. You’ll also explore ethical considerations, fairness and bias mitigation, transparency and interpretability, and privacy and data protection to ensure responsible and impactful AI-assisted development. Whether you're a seasoned developer or just starting, this guide equips you with the skills to excel in your projects.What you will learn Set up GitHub Copilot and begin using ChatGPT Use an AI-assisted approach across the entire development lifecycle Implement prompt engineering techniques for optimal code generation Perform frontend and backend web development with AI assistance Build machine learning models with GitHub Copilot and ChatGPT Refactor code and fix faults for better efficiency and readability Improve your codebase with rich documentation and enhanced workflows Who this book is forThis book is designed for users who want to get the most from GitHub Copilot and ChatGPT to fully optimize their project's performance, whether it's a software development, machine learning, or web development project. Experienced developers new to GitHub Copilot and ChatGPT can discover the best strategies to improve productivity and deliver projects quicker, while beginner developers can shorten the learning curve and learn advanced techniques with the help of AI assistants
£41.99
Packt Publishing Limited IDS and IPS with Snort 3
£32.40
Packt Publishing Limited Nodejs High Performance
£33.30
Packt Publishing Limited IBM Rational Team Concert 2 Essentials
£40.74
Packt Publishing Limited Applied Supervised Learning with R: Use machine learning libraries of R to build models that solve business problems and predict future trends
Learn the ropes of supervised machine learning with R by studying popular real-world use-cases, and understand how it drives object detection in driver less cars, customer churn, and loan default prediction.Key Features Study supervised learning algorithms by using real-world datasets Fine tune optimal parameters with hyperparameter optimization Select the best algorithm using the model evaluation framework Book DescriptionR provides excellent visualization features that are essential for exploring data before using it in automated learning. Applied Supervised Learning with R helps you cover the complete process of employing R to develop applications using supervised machine learning algorithms for your business needs. The book starts by helping you develop your analytical thinking to create a problem statement using business inputs and domain research. You will then learn different evaluation metrics that compare various algorithms, and later progress to using these metrics to select the best algorithm for your problem. After finalizing the algorithm you want to use, you will study the hyperparameter optimization technique to fine-tune your set of optimal parameters. To prevent you from overfitting your model, a dedicated section will even demonstrate how you can add various regularization terms.By the end of this book, you will have the advanced skills you need for modeling a supervised machine learning algorithm that precisely fulfills your business needs.What you will learn Develop analytical thinking to precisely identify a business problem Wrangle data with dplyr, tidyr, and reshape2 Visualize data with ggplot2 Validate your supervised machine learning model using k-fold Optimize hyperparameters with grid and random search, and Bayesian optimization Deploy your model on Amazon Web Services (AWS) Lambda with plumber Improve your model’s performance with feature selection and dimensionality reduction Who this book is forThis book is specially designed for novice and intermediate-level data analysts, data scientists, and data engineers who want to explore different methods of supervised machine learning and its various use cases. Some background in statistics, probability, calculus, linear algebra, and programming will help you thoroughly understand and follow the content of this book.
£35.99