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Podcasts
Learning R Programming. Language, tools, and practical techniques
R is a high-level functional language and one of the must-know tools for data science and statistics. Powerful but complex, R can be challenging for beginners and those unfamiliar with its unique behaviors. Learning R Programming is the solution - an easy and practical way to learn R and develop a broad and consistent understanding of the language. Through hands-on examples you'll discover powerful R tools, and R best practices that will give you a deeper understanding of working with data. You'll get to grips with R's data structures and data processing techniques, as well as the most popular R packages to boost your productivity from the offset.Start with the basics of R, then dive deep into the programming techniques and paradigms to make your R code excel. Advance quickly to a deeper understanding of R's behavior as you learn common tasks including data analysis, databases, web scraping, high performance computing, and writing documents. By the end of the book, you'll be a confident R programmer adept at solving problems with the right techniques.
Cybersecurity architects work with others to develop a comprehensive understanding of the business' requirements. They work with stakeholders to plan designs that are implementable, goal-based, and in keeping with the governance strategy of the organization.With this book, you'll explore the fundamentals of cybersecurity architecture: addressing and mitigating risks, designing secure solutions, and communicating with others about security designs. The book outlines strategies that will help you work with execution teams to make your vision a concrete reality, along with covering ways to keep designs relevant over time through ongoing monitoring, maintenance, and continuous improvement. As you progress, you'll also learn about recognized frameworks for building robust designs as well as strategies that you can adopt to create your own designs.By the end of this book, you will have the skills you need to be able to architect solutions with robust security components for your organization, whether they are infrastructure solutions, application solutions, or others.
Dr. Seán Kennedy, Maaike van Putten
Learn Java with Projects bridges the gap between introductory Java guides and verbose, theoretical references. This book is crafted to build a strong foundation in Java programming, starting from the Java environment itself. It goes far beyond a superficial review of the topics; it demonstrates, with practical examples, why these fundamentals are crucial for developing a deep understanding of the language. You'll not only learn about classes and objects but also see how these concepts are used in practical scenarios, enhancing your ability to write clean, efficient code. The engaging projects throughout the book provide real-world applications of complex topics, ensuring you can connect theoretical knowledge with practical skills. What makes this book stand out is the expertise of its authors. Seán, a seasoned university lecturer with over 20 years of experience, brings academic rigor and real-world insights, thanks to his work with a prestigious software company. Maaike, a passionate software developer and award-winning trainer, brings hands-on experience and a love for teaching. By the end of this book, you'll not only understand Java's core concepts and the critical advanced ones, but also gain practical experience through projects that mimic real-life challenges.
Dream! Hack! Build!. Unleash citizen-driven innovation with the power of hackathons
Ann Molin, Love Dager, Mustafa Sherif, Carolina Emanuelson, ...
Discover the transformative power of hackathons with expert guidance from Ann, founder of the Hack for Earth Foundation. With a background in psychology and years of experience as Head Project Manager at Hack for Sweden, she brings unparalleled insight into human behavior and citizen-driven innovation. In this book, Ann introduces the innovative Dream! Hack! Build! method and guides you in taking action through the hackathon process and implementing solutions fast.The book is divided into three parts. Part I explains why hackathons are effective for innovation in today’s complex business landscape, showcasing real-world examples of citizen-driven innovation and how to use them to drive impact in your organization.Part II delves into organizing a hackathon, emphasizing audience engagement by creating challenges with a deep sense of urgency. You’ll learn how to choose the right hackathon platforms, structure, and communication strategy, and manage hackers, mentors, jury groups, and partnerships to serve your hackathon purpose and achieve impactful results.Part III is where you’ll bring hackathon solutions to fruition by designing a customized acceleration program grounded in science and established facts of start-up success.By the end of this book, you’ll be on your way to becoming a change maker of the future.
Modern programming languages such as Python, JavaScript, and Java have become increasingly accepted for application-level programming, but for systems programming, C and C++ are predominantly used due to the need for low-level control of system resources. Rust promises the best of both worlds: the type safety of Java, and the speed and expressiveness of C++, while also including memory safety without a garbage collector. This book is a comprehensive introduction if you’re new to Rust and systems programming and are looking to build reliable and efficient systems software without C or C++.The book takes a unique approach by starting each topic with Linux kernel concepts and APIs relevant to that topic. You’ll also explore how system resources can be controlled from Rust. As you progress, you’ll delve into advanced topics. You’ll cover network programming, focusing on aspects such as working with low-level network primitives and protocols in Rust, before going on to learn how to use and compile Rust with WebAssembly. Later chapters will take you through practical code examples and projects to help you build on your knowledge.By the end of this Rust programming book, you will be equipped with practical skills to write systems software tools, libraries, and utilities in Rust.
Machine learning algorithms are an integral part of almost all modern applications. To make the learning process faster and more accurate, you need a tool flexible and powerful enough to help you build machine learning algorithms quickly and easily. With The Machine Learning Workshop, you'll master the scikit-learn library and become proficient in developing clever machine learning algorithms.The Machine Learning Workshop begins by demonstrating how unsupervised and supervised learning algorithms work by analyzing a real-world dataset of wholesale customers. Once you've got to grips with the basics, you'll develop an artificial neural network using scikit-learn and then improve its performance by fine-tuning hyperparameters. Towards the end of the workshop, you'll study the dataset of a bank's marketing activities and build machine learning models that can list clients who are likely to subscribe to a term deposit. You'll also learn how to compare these models and select the optimal one.By the end of The Machine Learning Workshop, you'll not only have learned the difference between supervised and unsupervised models and their applications in the real world, but you'll also have developed the skills required to get started with programming your very own machine learning algorithms.
The Statistics and Machine Learning with R Workshop is a comprehensive resource packed with insights into statistics and machine learning, along with a deep dive into R libraries. The learning experience is further enhanced by practical examples and hands-on exercises that provide explanations of key concepts.Starting with the fundamentals, you’ll explore the complete model development process, covering everything from data pre-processing to model development. In addition to machine learning, you’ll also delve into R's statistical capabilities, learning to manipulate various data types and tackle complex mathematical challenges from algebra and calculus to probability and Bayesian statistics. You’ll discover linear regression techniques and more advanced statistical methodologies to hone your skills and advance your career.By the end of this book, you'll have a robust foundational understanding of statistics and machine learning. You’ll also be proficient in using R's extensive libraries for tasks such as data processing and model training and be well-equipped to leverage the full potential of R in your future projects.
Sculpting the Blender Way is a detailed step-by-step guide for creating digital art with the latest Blender 3D sculpting features. With over 400 reference images, 18 Sculpting in Action videos, and dozens of 3D sculpture example files, this book is an invaluable resource for traditional and digital sculptors looking to try their hand at sculpting in Blender.The first part of the book will teach you how to navigate Blender's user interface and familiarize yourself with the core workflows, as well as gain an understanding of how the sculpting features work, including basic sculpting, Dyntopo, the Voxel Remesher, QuadriFlow, and Multiresolution.You’ll also learn about a wide range of brushes and all of the latest additions to the sculpting feature set, such as Face Sets, Mesh Filters, and the Cloth brush. The next chapters will show you how to customize these brushes and features to create fantastic 3D sculptures that you can share with the ever-growing Blender community.By the end of this book, you'll have gained a complete understanding of the core sculpting workflows and be able to use Blender to bring your digital characters to life.
Backing up a database is something that all system admins must eventually face. Larger warehouses and critical enterprise data requires advanced techniques and tools to handle this complex data. PostgreSQL provides you with the basic tools for accomplishing this complex task.Instant PostgreSQL Backup and Restore How-to is a practical series of proven recipes showing you how to preserve critical business data, and also teach you some advanced methods for restoring this data. It is a perfect manual for managing your critical PostgreSQL data.Instant PostgreSQL Backup and Restore How-to is your practical guide to the unique features that PostgreSQL offers to create quick backups and efficient restores.Starting by backing up a simplistic database and learning how-to restore it to working order, we then move on to more complex backup techniques including creating and restoring binary backups.Covering advanced topics such as Warm and Hot standby restore and Streaming replication, Instant PostgreSQL Backup and Restore How-to gives you the power to make complete backups to guarantee you will always be able to restore your database to full working order!
Django: Web Development with Python. Web Development with Python
Aidas Bendoraitis, Samuel Dauzon, Arun Ravindran
Data science is hot right now, and the need for multitalented developers is greater than ever before. A basic grounding in building apps with a framework as minimalistic, powerful, and easy-to-learn as Django will be a useful skill to launch your career as an entrepreneur or web developer. Django is a web framework that was designed to strike a balance between rapid web development and high performance. This course will take you on a journey to become an efficient web developer thoroughly understanding the key concepts of Django framework. This learning path is divided into three modules. The course begins with basic concepts of the Django framework. The first module, Django Essentials, is like a practical guide, filled with many real-world examples to build highly effective Django web application. After getting familiar with core concepts of Django, it's time to practice your learning from the first module with the help of over 90 recipes available in this module. In the second module, Web Development with Django Cookbook, you'll learn varying complexities to help you create multilingual, responsive, and scalable websites with Django. By the end of this module, you will have a good understanding of the new features added to Django 1.8 and be an expert at web development processes.The next step is to discover the latest best practices and idioms in this rapidly evolving Django framework. This is what you'll be learning in our third module, Django Design Patterns and Best Practices. This module will teach you common design patterns to develop better Django code. By the end of the module, you will be able to leverage the Django framework to develop a fully functional web application with minimal effort.
Eren Kalelioglu, Evren Civelek
Implementing Atlassian Confluence is an all-encompassing guide to the essential concepts of distributed work and leveraging Confluence to create a world-class collaboration environment.This book begins with an introduction to enterprise collaboration concepts and explains how to set up Confluence. You’ll quickly proceed to creating and maintaining dynamic content, effective cross-functional collaboration, and employing Confluence applications in scenarios such as software project management and knowledge bases.You’ll discover how to use Jira Service Management together with Confluence, set up personal spaces, implement centralized user management, address security risks, and explore suggested solutions on Confluence. Furthermore, you’ll integrate and extend Confluence with other Atlassian and third-party software. The book also contains tips and guidance on managing Confluence adoption, enabling you to focus on your team and provide them with a state-of-the-art remote collaboration environment.Complete with practical business scenarios, best practices, and examples, this book will help you gain a comprehensive understanding of Atlassian Confluence’s capabilities for enhancing collaboration within cross-functional teams.
Ashish Kumar, Shashank Kumar, Abbas Kudrati, Sarah Armstrong- Smith
With the rapid pace of digital change today, especially since the pandemic sped up digital transformation and technologies, it has become more important than ever to be aware of the unknown risks and the landscape of digital threats. This book highlights various risks and shows how business-as-usual operations carried out by unaware or targeted workers can lead your organization to a regulatory or business risk, which can impact your organization’s reputation and balance sheet.This book is your guide to identifying the topmost risks relevant to your business with a clear roadmap of when to start the risk mitigation process and what your next steps should be. With a focus on the new and emerging risks that remote-working companies are experiencing across diverse industries, you’ll learn how to manage risks by taking advantage of zero trust network architecture and the steps to be taken when smart devices are compromised. Toward the end, you’ll explore various types of AI-powered machines and be ready to make your business future-proof.In a nutshell, this book will direct you on how to identify and mitigate risks that the ever- advancing digital technology has unleashed.
Bahaaldine Azarmi, Jeff Vestal, Shay Banon
While natural language processing (NLP) is largely used in search use cases, this book aims to inspire you to start using vectors to overcome equally important domain challenges like observability and cybersecurity. The chapters focus mainly on integrating vector search with Elastic to enhance not only their search but also observability and cybersecurity capabilities.The book, which also features a foreword written by the founder of Elastic, begins by teaching you about NLP and the functionality of Elastic in NLP processes. Here you’ll delve into resource requirements and find out how vectors are stored in the dense-vector type along with specific page cache requirements for fast response times. As you advance, you’ll discover various tuning techniques and strategies to improve machine learning model deployment, including node scaling, configuration tuning, and load testing with Rally and Python. You’ll also cover techniques for vector search with images, fine-tuning models for improved performance, and the use of clip models for image similarity search in Elasticsearch. Finally, you’ll explore retrieval-augmented generation (RAG) and learn to integrate ChatGPT with Elasticsearch to leverage vectorized data, ELSER's capabilities, and RRF's refined search mechanism.By the end of this NLP book, you’ll have all the necessary skills needed to implement and optimize vector search in your projects with Elastic.
TopicThe Microsoft Deployment Toolkit (MDT) provides a comprehensive collection of tools, processes, and guidance for automating desktop and server deployments. It considerably reduces deployment time and standardizes desktop and server images. Moreover, MDT offers improved security and ongoing configuration management. Microsoft Deployment Toolkit is the official supported method of creating and customizing Windows images for deployment.Description:Starting from scratch, this book walks you through the MDT setup, task sequence creation, and image deployment steps in detail. Breaking down the various MDT concepts, this book will give you a thorough understanding of the deployment process.Beginning with imaging concepts and theory, you will go on to build a Microsoft Deployment Toolkit environment. You will understand the intricacies of customizing the default user profile in different versions of Windows. Driver handling can be a challenge for larger organizations; we’ll cover various driver concepts including mandatory driver profiles. ]Other important topics like the User State Migration Tool (USMT), configuration of XML files, and how to troubleshoot the USMT are also discussed in the book.We will cover the verifier and Windows Performance Toolkit for image validation scenarios. Furthermore, you will learn about MDT web frontend implementation as well as how to utilize the database capabilities of MDT for deeper deployment options. We’ll wrap it all up with some links to resources for more information, blogs to watch, and useful Twitter handles.
If you need stable, dynamically developed, and easy-to-configure instrumentation for application development, look no further than MinGW. It supplies all the dynamic tools you need to enable you to develop Microsoft Windows applications, while allowing for easy integration with the software that you already use. This book will give you the expert guidance you will need to start developing applications with Instant MinGW. As well as help you to become an experienced user of MinGW, the book will also detail some of the more common pitfalls that beginners face when first using the software, and more importantly, how to avoid them yourself. This book will help you through the installation process, and help introduce you to compilation, debugging, and profiling with MinGW. It will guide you in importing existing projects developed with Visual C++ Integrated Development Environment to MinGW, and show you how to start using it to develop your current projects with minimal effort.This book will also introduce you to developing applications with several well-known, open source, GUI libraries and the MinGW software.With Instant MinGW Starter, you will gain a reliable, comprehensive, and supremely beneficial introduction to the MinGW software, and quickly learn how to use it for new, and old, projects.
Building AI Intensive Python Applications. Create intelligent apps with LLMs and vector databases
Rachelle Palmer, Ben Perlmutter, Ashwin Gangadhar, Nicholas Larew, ...
The era of generative AI is upon us, and this book serves as a roadmap to harness its full potential. With its help, you’ll learn the core components of the AI stack: large language models (LLMs), vector databases, and Python frameworks, and see how these technologies work together to create intelligent applications.The chapters will help you discover best practices for data preparation, model selection, and fine-tuning, and teach you advanced techniques such as retrieval-augmented generation (RAG) to overcome common challenges, such as hallucinations and data leakage. You’ll get a solid understanding of vector databases, implement effective vector search strategies, refine models for accuracy, and optimize performance to achieve impactful results. You’ll also identify and address AI failures to ensure your applications deliver reliable and valuable results. By evaluating and improving the output of LLMs, you’ll be able to enhance their performance and relevance.By the end of this book, you’ll be well-equipped to build sophisticated AI applications that deliver real-world value.
Sathish Veerapandian, Harsharanjeet Kaur, Ashok Madhvarayan, Sriram Rajamanickam
The outbreak of the pandemic has forced the world to embrace remote working and the modern style of virtual business. However, end users may find it challenging to cope with this sudden change in working style, not aware of all the features and remote working tools available to make their life easy. Microsoft Teams is an exceptional platform, adopted by many organizations for unified communication and collaboration, and this book will help you to make the most of its capabilities.Complete with step-by-step explanations and screenshots, this book guides you through the topics that you'll find useful in your daily use of Teams. You'll learn how to manage your teams and projects with Microsoft Teams in a structured and organized way. The book provides hands-on information with a focus on the end user side to help corporate users to increase productivity and become a Microsoft Teams superuser. Finally, you'll explore the most effective ways of using the app with best practices and tips and tricks for making the most of the features available for your scenario.By the end of this Microsoft Teams book, you'll have mastered Microsoft Teams and be fully equipped as a modern collaboration end user to effectively increase your remote work productivity.
Harpreet Singh, Himanshu Sharma
Metasploit has been a crucial security tool for many years. However, there are only a few modules that Metasploit has made available to the public for pentesting web applications. In this book, you'll explore another aspect of the framework – web applications – which is not commonly used. You'll also discover how Metasploit, when used with its inbuilt GUI, simplifies web application penetration testing. The book starts by focusing on the Metasploit setup, along with covering the life cycle of the penetration testing process. Then, you will explore Metasploit terminology and the web GUI, which is available in the Metasploit Community Edition. Next, the book will take you through pentesting popular content management systems such as Drupal, WordPress, and Joomla, which will also include studying the latest CVEs and understanding the root cause of vulnerability in detail. Later, you'll gain insights into the vulnerability assessment and exploitation of technological platforms such as JBoss, Jenkins, and Tomcat. Finally, you'll learn how to fuzz web applications to find logical security vulnerabilities using third-party tools. By the end of this book, you'll have a solid understanding of how to exploit and validate vulnerabilities by working with various tools and techniques.
This book helps you to overcome the most common problems faced by users and helps you create a successful map application without any hassle.The book starts with a brief description of how to set up an environment and obtain an API key to create your map application. This book will teach you about adding markers, overlays, and information windows to the map in detail. You will then dive deep into customizing various types of maps and working with location data and Google Street view.By the end of this book, you will be able to create succinct map applications in Android using Google maps efficiently.