Streamlit for Data Science. Create interactive data apps in Python - Second Edition

Tyler Richards, Adrien Treuille

If you work with data in Python and are looking to create data apps that showcase ML models and make beautiful interactive visualizations, then this is the ideal book for you. Streamlit for Data Science, Second Edition, shows you how to create and deploy data apps quickly, all within Python. This helps you create prototypes in hours instead of days!Written by a prolific Streamlit user and senior data scientist at Snowflake, this fully updated second edition builds on the practical nature of the previous edition with exciting updates, including connecting Streamlit to data warehouses like Snowflake, integrating Hugging Face and OpenAI models into your apps, and connecting and building apps on top of Streamlit databases. Plus, there is a totally updated code repository on GitHub to help you practice your newfound skills.You'll start your journey with the fundamentals of Streamlit and gradually build on this foundation by working with machine learning models and producing high-quality interactive apps. The practical examples of both personal data projects and work-related data-focused web applications will help you get to grips with more challenging topics such as Streamlit Components, beautifying your apps, and quick deployment.By the end of this book, you'll be able to create dynamic web apps in Streamlit quickly and effortlessly.

Visual Studio 2013 and .NET 4.5 Expert Cookbook. Over 30 recipes to successfully mix the powerful capabilities of Visual Studio 2013 with .NET 4.5

Abhishek Sur, Abhishek Sur

Accelerate Deep Learning Workloads with Amazon SageMaker. Train, deploy, and scale deep learning models effectively using Amazon SageMaker

Vadim Dabravolski

Over the past 10 years, deep learning has grown from being an academic research field to seeing wide-scale adoption across multiple industries. Deep learning models demonstrate excellent results on a wide range of practical tasks, underpinning emerging fields such as virtual assistants, autonomous driving, and robotics. In this book, you will learn about the practical aspects of designing, building, and optimizing deep learning workloads on Amazon SageMaker. The book also provides end-to-end implementation examples for popular deep-learning tasks, such as computer vision and natural language processing. You will begin by exploring key Amazon SageMaker capabilities in the context of deep learning. Then, you will explore in detail the theoretical and practical aspects of training and hosting your deep learning models on Amazon SageMaker. You will learn how to train and serve deep learning models using popular open-source frameworks and understand the hardware and software options available for you on Amazon SageMaker. The book also covers various optimizations technique to improve the performance and cost characteristics of your deep learning workloads.By the end of this book, you will be fluent in the software and hardware aspects of running deep learning workloads using Amazon SageMaker.

Object-Oriented JavaScript

Stoyan Stefanov, Stoyan STEFANOV

Practical Cybersecurity Architecture. A guide to creating and implementing robust designs for cybersecurity architects - Second Edition

Diana Kelley, Ed Moyle

Cybersecurity architecture is the discipline of systematically ensuring that an organization is resilient against cybersecurity threats. Cybersecurity architects work in tandem with stakeholders to create a vision for security in the organization and create designs that are implementable, goal-based, and aligned with the organization’s governance strategy.Within this book, you'll learn the fundamentals of cybersecurity architecture as a practical discipline. These fundamentals are evergreen approaches that, once mastered, can be applied and adapted to new and emerging technologies like artificial intelligence and machine learning. You’ll learn how to address and mitigate risks, design secure solutions in a purposeful and repeatable way, communicate with others about security designs, and bring designs to fruition. This new edition outlines strategies to help you work with execution teams to make your vision a reality, along with ways of keeping designs relevant over time. As you progress, you'll also learn about well-known frameworks for building robust designs and strategies that you can adopt to create your own designs.By the end of this book, you’ll have the foundational skills required to build infrastructure, cloud, AI, and application solutions for today and well into the future with robust security components for your organization.

Oracle Coherence 3.5. Create Internet-scale applications using Oracle’s high-performance data grid

Patrick Peralta, Mark Falco, Aleksandar Seovic

Scalability, performance, and reliability have to be designed into an application from the very beginning, as there may be substantial cost or implementation consequences if they need to be added down the line. This indispensible book will teach you how to achieve these things using Oracle Coherence, a leading data grid product on the market.Authored by leading Oracle Coherence authorities, this essential book will teach you how to use Oracle Coherence to build high-performance applications that scale to hundreds of machines and have no single points of failure. You will learn when and how to use Coherence features such as distributed caching, parallel processing, and real-time events within your application, and understand how Coherence fits into the overall application architecture. Oracle Coherence provides a solid architectural foundation for scalable, high-performance and highly available enterprise applications, through features such as distributed caching, parallel processing, distributed queries and aggregations, real-time events, and the elimination of single points of failure.However, in order to take full advantage of these features, you need to design your application for Coherence from the beginning. Based on the authors' extensive knowledge of Oracle Coherence, and how to use it in the real world, this book will provide you with all the information you need in order to leverage various Coherence features properly. It contains a collection of best practice-based solutions and mini-frameworks that will allow you to be more productive from the very beginning.The early chapters cover basics like installation guidelines and caching topologies, before moving on to the domain model implementation guidelines, distributed queries and aggregations, parallel processing, and real-time events. Towards the end, you learn how to integrate Coherence with different persistence technologies, how to access Coherence from platforms other than Java, and how to test and debug classes and applications that depend on Coherence.

CryENGINE Game Programming with C++, C#, and Lua. For developers wanting to create 3D games, CryENGINE offers the intuitive route to success and this book is the complete guide to using it. Learn to use sophisticated tools and build super-real, super-addictive games

Ruan Pearce-Authers, Filip Lundgren, Ruan Pearce Authers

CryENGINE is a complete 3D game development solution that can run on multiple platforms. It is orientated around giving intuitive tools to the developer. A variety of interactive video games can be created using CryENGINE. CryENGINE is one of the most beginner-friendly engines out there to learn. If you are interested in diving into the various systems and understanding their workings in a way that is easily understood, then this book is for you.This book provides you with the knowledge to tame the powerful but hard-to-master CryENGINE. CryENGINE Game Programming with C++, C#, and Lua dives into the various systems and explains their workings in a way that can be easily understood by developers of all levels. It provides knowledge on the engine along with step-by-step exercises and detailed information on the backend implementation of the subsystems, giving you an excellent foundation to build upon when developing your own CryENGINE games.Written by developers with years of CryENGINE experience, this book breaks down the common confusion that encompasses the CryENGINE engine code, guiding you through a series of chapters aimed towards giving you the ability to create your own games in a rapid yet productive fashion. You will learn everything you need to know in order to create your own CryENGINE-powered games as well as detailed information on how to use the engine to your advantage. By teaching systems such as audio, particle effects, rendering, AI, networking, and more, we'll be exposing the most inner parts of CryENGINE that commonly confuse programmers. If you want to quickly gain the knowledge required to create your own CryENGINE game title, then this book is for you.

Meteor: Full-Stack Web Application Development. Rapidly build web apps with Meteor

Fabian Vogelsteller, Isaac Strack, Marcelo Reyna

Meteor is best JavaScript development platform and is packed with collections of libraries and packages bound together in a tidy way to take care of everything from development to production, making your web development easier.This course follows a learning path divided into three modules. Each module is a mini course in its own right, taking your knowledge to a new level as you progress. The first module takes you from the installation of Meteor to building a fully working web blog (including back end) to create and edit posts. Your path will begin with the basic concepts and folder structure of a Meteor project, learning how Meteor templates work to test packages, and seeing the application itself. The second module is a cookbook that starts with simple recipes designed for quick reference, and culminating advanced recipes that walk you through building and deploying a complete application. The cookbook covers all the major areas of Meteor development, including lesser-known and undocumented features too. With all the important concepts covered in the previous modules, the third module will get you equipped with simple solutions to boost your development skills. You’ll learn about mapping of real-world data and optimizing it, how to optimize and secure web applications and how to deploy and maintain it without breaking its features. Throughout the module, you will put your skills into practice and build an online shop from scratch.This Learning Path combines some of the best that Packt has to offer in one complete, curated package. It includes content from the following Packt products:• Building Single-page Web Apps with Meteor, Fabian Vogelsteller• Meteor Cookbook, Isaac Strack• Meteor Design Patterns, Marcelo Reyna

IBM Cognos 10 Framework Manager. Full of practical instructions and expert know-how, this book continues where the official manual ends, taking you from the basics into the more advanced features of IBM Cognos Framework Manager in clear, progressive steps

Terence Phillip Curran

IBM Cognos 10 Framework Manager is a complete practical guide to using and getting the best out of this essential tool for modeling your data for use with IBM Cognos Business Intelligence Reporting. With its step-by-step approach, this book is suitable for anyone from a beginner to an expert, complete with tips and tricks for better data modeling.IBM Cognos 10 Framework Manager is a step by step tutorial-based guide; from importing your data to designing and improving your model, and creating your packages while working with other modelers, every step is presented in a logical process.Learn how to use the best design strategy to design your model, create an import layer, a modeling layer, and a presentation layer to make your model easy to maintain. Do you need to design a DMR model? No problem, this book shows you every step. This book can even make working with other users easier - we will show you the methods and techniques for allowing others to work on the same model at the same time. Need to create dynamic data structures to change the way the data is presented to your users so your French users can see the data in French, your German users in German, and your English users in English? You can do all this with parameter maps.IBM Cognos 10 Framework Manager continues where the product manuals end, showing you how to build and refine your project through practical, step by step instructions.

Augmented Reality with Unity AR Foundation. A practical guide to cross-platform AR development with Unity 2020 and later versions

Jonathan Linowes

Augmented reality applications allow people to interact meaningfully with the real world through digitally enhanced content. The book starts by helping you set up for AR development, installing the Unity 3D game engine, required packages, and other tools to develop for Android (ARCore) and/or iOS (ARKit) mobile devices. Then we jump right into the building and running AR scenes, learning about AR Foundation components, other Unity features, C# coding, troubleshooting, and testing. We create a framework for building AR applications that manages user interaction modes, user interface panels, and AR onboarding graphics that you will save as a template for reuse in other projects in this book. Using this framework, you will build multiple projects, starting with a virtual photo gallery that lets you place your favorite framed photos on your real-world walls, and interactively edit these virtual objects. Other projects include an educational image tracking app for exploring the solar system, and a fun selfie app to put masks and accessories on your face. The book provides practical advice and best practices that will have you up and running quickly.By the end of this AR book, you will be able to build your own AR applications, engaging your users in new and innovative ways.

CMS Made Simple Development Cookbook. Over 70 simple but incredibly effective recipes for extending CMS Made Simple with detailed explanations – useful for beginners and experts alike!

Ted Kulp (USD), Samuel Goldstein

CMS Made Simple has great capabilities “out of the box,” but one of its great strengths is the ease of extending those capabilities. You can add a surprising amount of functionality just by customizing the core modules, but once you learn to write your own tags and modules, your ability to add features is virtually limitless.CMS Made Simple Development Cookbook will show you how to use custom PHP code to extend the power and features of CMS Made Simple, and make it do exactly what you want. This easy to use guide contains clear recipes that introduce the key concepts behind each approach to extending the CMS, while also providing examples of solutions to real-world problems.You will learn the differences between the various kinds of tags and modules in the CMS Made Simple environment, and to which purposes each is best fit. Each technology is then explored in detail with a series of practical recipes and examples.You will not only learn the basics of creating tags and modules, but you will explore the underlying APIs that you will use to solve real-world website problems. You will become proficient with the database and form APIs, so that the code you write is portable and maintainable. You'll learn to localize your code and use templates to add its flexibility. You'll master the safe handling of parameters and the creation of secure code. You’ll be familiar with the CMS Made Simple Developer's Forge, and how you can use it in conjunction with revision control as a community-focused code management system, complete with web-based bug tracking and feature requests. You will learn to code complex interactions between modules, both directly and via the creation and handling of events. You will gain exposure to an array of advanced tips and tricks, along with commentary from the distilled experience of someone who has written dozens of modules. The CMS Made Simple Developer's Cookbook offers an amazing wealth of knowledge in approachable, bite-sized recipes. Whether you're new to the CMS or an old hand, you're sure to find valuable tips and information that will have you creating a richer CMS.

The FPGA Programming Handbook. An essential guide to FPGA design for transforming ideas into hardware using SystemVerilog and VHDL - Second Edition

Frank Bruno, Guy Eschemann

In today's tech-driven world, Field Programmable Gate Arrays (FPGAs) are foundation of many modern systems. Transforming ideas into reality demands a deep dive into FPGA architecture, tools, and design principles. This FPGA book is your essential companion to FPGA development with SystemVerilog and VHDL, tailored for both beginners and those looking to expand their knowledge.In this edition, you will gain versatility in FPGA design, opening doors to diverse opportunities and projects in the field. Go beyond theory with structured, hands-on projects, starting from simple LED control and progressing to advanced microcontroller applications, highly sought after in today's FPGA job market. You will go from basic Boolean logic circuits to a resource-optimized calculator, showcasing your hardware design prowess. Elevate your knowledge by designing a VGA controller, demonstrating your ability to synthesize complex hardware systems. Use this handbook as your FPGA development guide, mastering intricacies, igniting creativity, and emerging with the expertise to craft hardware circuits using SystemVerilog and VHDL. This isn't just another technical manual; it's your exhilarating journey to master both theory and practice, accelerating your FPGA design skills to soaring new heights.Grab your copy today and start this exciting journey!

Microsoft Tabular Modeling Cookbook. No prior knowledgeof tabular modeling is needed to benefit from this brilliant cookbook. This is the total guide to developing and managing analytical models using the Business Intelligence Semantic Models technology

Paul te Braak

Business Intelligence Semantic Models (BISM) is a technology that is designed to deliver analytical information to users through a variety of mechanisms that include model structure, definition, and design. This book demonstrates how to create BISM models so that information can be presented to users in an intuitive and easy-to-use format. Once the model is defined, we also show you how it can be managed and maintained so that the data in it remains current and secure.Microsoft Tabular Modeling Cookbook is an all-encompassing guide to developing, managing, creating, and using analytical models using the Business Intelligence Semantic Model (BISM). This title covers a range of modeling situations and common data analysis related problems to show you the techniques required to turn data into information using tabular modeling.Microsoft Tabular Modeling Cookbook examines three areas of tabular modeling: model development, model management and maintenance, and reporting. This book is a practical guide on how to develop semantic models and turn business data into information. It covers all phases of the model lifecycle from creation to administration and finally reporting. It also shows you how to create models which are designed to analyze data.All sections of BISM modeling from development to management and finally reporting are covered. The sections on development examine a wide range of techniques and tricks required to build models, including moving data into the model, structuring the model to manipulate the data, and finally the formulas required to answer common business questions; all of these are discussed in this book in detail.Finally, the book examines methods of reporting on the data within the model, including the creation of data-driven workbooks and reports for a powerful end user experience.

10 Machine Learning Blueprints You Should Know for Cybersecurity. Protect your systems and boost your defenses with cutting-edge AI techniques

Rajvardhan Oak

Machine learning in security is harder than other domains because of the changing nature and abilities of adversaries, high stakes, and a lack of ground-truth data. This book will prepare machine learning practitioners to effectively handle tasks in the challenging yet exciting cybersecurity space.The book begins by helping you understand how advanced ML algorithms work and shows you practical examples of how they can be applied to security-specific problems with Python – by using open source datasets or instructing you to create your own. In one exercise, you’ll also use GPT 3.5, the secret sauce behind ChatGPT, to generate an artificial dataset of fabricated news. Later, you’ll find out how to apply the expert knowledge and human-in-the-loop decision-making that is necessary in the cybersecurity space. This book is designed to address the lack of proper resources available for individuals interested in transitioning into a data scientist role in cybersecurity. It concludes with case studies, interview questions, and blueprints for four projects that you can use to enhance your portfolio.By the end of this book, you’ll be able to apply machine learning algorithms to detect malware, fake news, deep fakes, and more, along with implementing privacy-preserving machine learning techniques such as differentially private ML.

SAP Intelligent RPA for Developers. Automate business processes using SAP Intelligent RPA and learn the migration path to SAP Process Automation

Vishwas Madhuvarshi, Vijaya Kumar Ganugula

SAP Intelligent Robotic Process Automation (RPA) enables businesses to automate repetitive work and integrate automation capabilities across SAP and non-SAP systems.This book provides end-to-end coverage of business process automation using SAP Intelligent RPA and shows how to build multiple SAP Intelligent RPA projects from start to finish. Some of these projects may build upon the work done in previous chapters to showcase the Agile development process in SAP Intelligent RPA.As you progress, you'll cover the SAP Intelligent RPA factory, Desktop Studio, Cloud Studio, and the Bot store. You'll also learn about the building blocks of the SAP Intelligent RPA solution and creating bots from initial application declaration to workflow design and deployment, along with making bots run in attended and unattended modes.You'll also learn about SAP Process Automation, the new SAP service that is going to replace the SAP Intelligent RPA service soon. Finally, we will discuss the migration path for your SAP Intelligent RPA projects to SAP Process Automation and showcase that the RPA development remains similar in both services.By the end of this RPA book, you’ll be able to create and manage complex bots that are capable of interacting with SAP and non-SAP systems.

Clojure Web Development Essentials. Develop your own web application with the effective use of the Clojure programming language

Ryan Baldwin