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This book covers the theory and practice of building data-driven solutions. Includes the end-to-end process, using supervised and unsupervised algorithms. With each algorithm, you will learn the data acquisition and data engineering methods, the apt metrics, and the available hyper-parameters. You will learn how to deploy the models in production.

The Applied Artificial Intelligence Workshop teaches you the ins and outs of machine learning and neural networks from the ground up, using real-world examples. You'll learn to develop AI and ML models using Python, starting with using the minmax algorithm and alpha-beta pruning to create your first game, and ending with classifying images ...

The Applied Data Science Workshop explores the key elements and interesting applications of data science techniques with the help of practical examples and interactive exercises. Following a hands-on approach, it allows you the freedom of analyzing data in the Jupyter Notebook effectively using many diverse open-source Python libraries.

Web Application Security is a relevant aspect nowadays. Many operations and transactions happen every day on the Worldwide Web, often relying on Databases. SQL Injection Strategies will both show you SQL injection in action, alongside defensive measures. The book also deals with SQL Injection scenarios in the IoT and mobile environments

Kubernetes has emerged as a leader among the management platforms for container orchestration. Hands-On Kubernetes on Azure enables you to strengthen your command over the basic as well as advanced functionalities of Kubernetes.

Learn TypeScript 3 by Building Web Applications is a practical guide which gives you hands-on experience with Typescript by guiding you to write multiple modern Web applications. While building these applications from scratch and enhancing them, you will learn the basics as well as advanced concepts of Typescript.

Hands-On Artificial Intelligence for Banking is a must-have guide for AI developers and machine learning experts looking to build intelligent finance-based applications. This guide will give its readers a complete overview of the global banking business with the help of interesting use-cases, and their implementation using popular Python libraries.

Kubernetes is a widely used opensource orchestration platform for managing container applications. Developers are not yet aware of the pitfalls of a containerized environment. This book takes you through core security principles, best practices, and real-world use cases to learn mitigation or prevention strategies from known attacks and CVEs.

Securing and hardening your Windows environment will enhance protection to secure your company's data and users. This book will provide the knowledge you need to secure the Windows environment. Windows Security and Hardening covers the best practices you can implement in real-world scenarios.

Developers working with NLP will be able to put their knowledge to work with this practical guide to PyTorch. You will learn to use PyTorch offerings and how to understand and analyze text using Python. You will learn to extract the underlying meaning in the text using deep neural networks and modern deep learning algorithms.

This book provides a blend of both the theoretical and practical aspects of Natural Language Processing (NLP). It covers the concepts essential to develop a thorough understanding of NLP and also delves into a detailed discussion on NLP based use-cases such as language translation, sentiment analysis, etc. Every module covers real-world examples

Game Animation Programming is a comprehensive guide to learning everything needed to get an optimized, production ready animation system up and running. It covers all the concepts starting from understanding OpenGL, the math required for animations, how to write a robust animation system, right through advanced animation methods.

Xamarin.Forms Projects is a project-based guide that enables you to build effective mobile applications from the ground up using seven real-world examples. Starting with simpler projects to help you get up and running with the framework, the book explores all the components of Xamarin.Forms and takes you through to building complex projects ...

This exam guide will take you from basic C# programming through the process of downloading, installing, and understanding how Unity works and prepare for your Unity exam. You will go through the core objectives of what is expected for the Unity exam and also have some fun on the way by creating a side-scrolling shooter game using Unity.

Microsoft 365 is a collection of intelligent cloud services that are designed around specific business needs. This book provides logical steps to execute and perform tasks using Microsoft 365 services. It only helps you as reference material but also as a training guide for enhancing your Microsoft 365 and SharePoint skills and experience.

This book will focus on Grafana 7.0's features to build interactive dashboards to visualize and monitor data. You will cover the administrative aspects of Grafana and working with various plugins. By the end of this book, you will have enough knowledge to query, visualize, and understand your metrics and use the new improved security features.

This book provides an introduction to computer programming using the C programming language. It aims to educate readers new to software development, as well as help experienced developers become familiar with C syntax and idioms.

Build projects on exciting topics like game development, virtual reality, web assembly, emulators, GUI, and Linux/kernel development. By the end of the book, you will know how to choose the right framework or library for your needs.

Building Analytics Teams is your one-stop guide to transforming your firm into an analytically driven organization while efficiently and effectively managing executive expectations of the return on investment of the team and projects.

The book will take you on a journey through the evolution of data analysis explaining each step in the process in a very simple and easy to understand manner. You will learn how to use various Python libraries to work with data. Learn how to sift through the many different types of data, clean it, and analyze it to gain useful insights.

Interactive Data Visualization with Python sharpens your data exploration skills, tells you everything there is to know about interactive data visualization in Python, and most importantly, helps you make your storytelling more intuitive and persuasive.

This book teaches you all that's needed to build a fully functional web application from scratch. You'll learn all the necessary tools and modules that are required in the process. Beginning with the basics of RESTful API, you'll complete the book by building and deploying an industry-grade web application.

MS-500: Microsoft 365 Security Administration offers complete, up-to-date coverage of the MS-500 exam so you can take it with confidence, fully equipped to pass the first time.

The main aim of this book is to make the advanced mathematical background accessible to someone with a programming background. This book will equip the readers with not only deep learning architectures but the mathematics behind them. With this book, you will understand the relevant mathematics that goes behind building deep learning models.

Algorithms play an important role in both the science and practice of computing. To optimally use algorithms, a deeper understanding of their logic and mathematics is essential. Beyond traditional computing, the ability to apply these algorithms to solve real-world problems is a necessary skill, and this is what this book focuses on.

This guide will get you up and running with Azure DevOps Services to implement DevOps practices like configuration management, release management, continuous integration, infrastructure as code, and application monitoring.

Helm is a powerful open-source tool for automating application deployments on Kubernetes. Learn Helm will provide readers the ability to significantly reduce operational stress around app deployment and life cycle management.

This book will enable you to learn and gain experience in migrating your organization's business operations from local data centers to the Azure cloud platform and further managing them to enhance overall efficiency.

This book will teach you how to harness the capabilities of SQL Server and the cloud database by taking you through the steps to deploy the server in Azure virtual machine effectively.