This book of the bestselling and widely acclaimed Python Machine Learning series is a comprehensive guide to machine and deep learning using PyTorch s simple to code framework. Purchase of the print or Kindle book includes a free eBook in PDF format.Key FeaturesLearn applied machine learning with a solid foundation in theoryClear, intuitive explanations take you deep into the theory and practice of Python machine learningFully updated and expanded to cover PyTorch, transformers, XGBoost, graph neural networks, and best practicesBook DescriptionMachine Learning with PyTorch and Scikit-Learn is a comprehensive guide to machine learning and deep learning with PyTorch. It acts as both a step-by-step tutorial and a reference you'll keep coming back to as you build your machine learning systems.Packed with clear explanations, visualizations, and examples, the book covers all the essential machine learning techniques in depth. While some books teach you only to follow instructions, with this machine learning book, we teach the principles allowing you to build models and applications for yourself.Why PyTorch?PyTorch is the Pythonic way to learn machine learning, making it easier to learn and simpler to code with. This book explains the essential parts of PyTorch and how to create models using popular libraries, such as PyTorch Lightning and PyTorch Geometric.You will also learn about generative adversarial networks (GANs) for generating new data and training intelligent agents with reinforcement learning. Finally, this new edition is expanded to cover the latest trends in deep learning, including graph neural networks and large-scale transformers used for natural language processing (NLP).This PyTorch book is your companion to machine learning with Python, whether you're a Python developer new to machine learning or want to deepen your knowledge of the latest developments.What you will learnExplore frameworks, models, and techniques for machines to learn from dataUse scikit-learn for machine learning and PyTorch for deep learningTrain machine learning classifiers on images, text, and moreBuild and train neural networks, transformers, and boosting algorithmsDiscover best practices for evaluating and tuning modelsPredict continuous target outcomes using regression analysisDig deeper into textual and social media data using sentiment analysisWho this book is forIf you have a good grasp of Python basics and want to start learning about machine learning and deep learning, then this is the book for you. This is an essential resource written for developers and data scientists who want to create practical machine learning and deep learning applications using scikit-learn and PyTorch. Before you get started with this book, you'll need a good understanding of calculus, as well as linear algebra.Table of ContentsGiving Computers the Ability to Learn from DataTraining Simple Machine Learning Algorithms for ClassificationA Tour of Machine Learning Classifiers Using Scikit-LearnBuilding Good Training Datasets - Data PreprocessingCompressing Data via Dimensionality ReductionLearning Best Practices for Model Evaluation and Hyperparameter TuningCombining Different Models for Ensemble LearningApplying Machine Learning to Sentiment AnalysisPredicting Continuous Target Variables with Regression AnalysisWorking with Unlabeled Data - Clustering AnalysisImplementing a Multilayer Artificial Neural Network from Scratch(N.B. Please use the Look Inside option to see further chapters)
Become well-versed with the tools available in the Siemens TIA toolbox and write PLC and HMI code effectively Key Features: Find out how to use TIA Portal effectively to boost your productivityLearn about a structured design pattern and understand why it is so powerful when implemented correctlyDiscover efficient project management and design practicesBook Description: With automation requirements on the rise, Siemens' TIA Portal development environment is almost a necessity for any automation engineer. The Totally Integrated Automation (TIA) environment helps seamlessly integrate all things automation, from PLC hardware and software design to HMI development. This book helps you understand the tools available in the TIA toolbox and shows you how to write code effectively.The book begins by introducing you to the TIA environment, covering the layout and tools available. Once you've got to grips with the environment, you'll find out how to create hardware to write programs against, including adding IO modules and assigning memory for input and output. Next, you'll develop logic in all of the languages that TIA Portal offers, such as Ladder, Function Block Diagram, and Structured Text (SCL) (note that Statement List is not covered as a deprecated language), as well as the newest language, Cause and Effect (CEM). You'll also discover how to store standard code in libraries, creating a version control system that is easy to manage and aids standard design. Finally, following the PLC design chapters, you'll learn how to develop HMI applications in TIA Portal's latest unified hardware.By the end of the book, you'll be well equipped to use all of the features that TIA Portal V17 offers.What You Will Learn: Set up a Siemens Environment with TIA PortalFind out how to structure a projectCarry out the simulation of a project, enhancing this further with structureDevelop HMI screens that interact with PLC dataMake the best use of all available languagesLeverage TIA Portal's tools to manage the deployment and modification of projectsWho this book is for: This TIA Portal book is for anybody looking to learn PLC/HMI development using the latest Siemens development platform. Industrial software engineers, PLC engineers, automation engineers, and electricians will be able to advance their skill set with this guide. A basic understanding of PLC principles such as PLC data types and basic objects such as function blocks and functions is necessary to get started.
The aim of the book is to teach you the fundamentals of the Kotlin language. This book will be an update based on the latest major version of Kotlin 1.3. This book provides a detailed introduction to Kotlin that shows you all its features and will enable you to write Kotlin code to production.
Microsoft Dynamics 365 Business Central is the new SaaS ERP proposition by Microsoft. The latest version comes has many exciting features guaranteed to make your life easier. This book is an ideal guide to Dynamics 365 and will help you get started with implementing and designing solutions for real-world scenarios.
This comprehensive guide covers basic and advanced topics and tips to help you gain PowerShell scripting expertise.
Threat hunting is the act of proactively tracking and eliminating adversaries from your network as early as possible. Practical Threat Intelligence and Data-Driven Threat Hunting covers both threat intelligence and the act of threat hunting from the first steps to advanced practices.
ASP.NET Core 5 for Beginners is a practical guide for developers for building dynamic and powerful web applications with the ASP.NET Core framework and C#. From basic ASP terminologies to creating a single-page application, and from testing and maintaining the app to deploying it on the cloud, this book covers everything you need to get started.
New edition of the top-selling guide to IoT and edge computing for architects that helps you create IoT solutions for a variety of industries and organizations.
Microsoft PowerApps is the modern approach for building business mobile apps, and building apps for SharePoint. This book will start with an introduction to PowerApps, helping you understand how to plan and how to start development. Finally, the book will help you understand how PowerApps can be used with Power Automate and Azure.
With the help of this book, you'll build smart algorithmic models using machine learning algorithms covering tasks such as time series forecasting, backtesting, trade predictions, and more using easy-to-follow examples. By the end, you'll be able to adopt algorithmic trading in your own business and implement intelligent investigative strategies.
Deploy and manage industry-leading PAN-OS 10.x solutions to secure your users and infrastructureKey FeaturesUnderstand how to optimally use PAN-OS featuresBuild firewall solutions to safeguard local, cloud, and mobile networksProtect your infrastructure and users by implementing robust threat prevention solutionsBook DescriptionPalo Alto Networks' integrated platform makes it easy to manage network and cloud security along with endpoint protection and a wide range of security services.This book is an end-to-end guide to configure firewalls and deploy them in your network infrastructure. You will see how to quickly set up, configure and understand the technology, and troubleshoot any issues that may occur. This book will serve as your go-to reference for everything from setting up to troubleshooting complex issues. You will learn your way around the web interface and command-line structure, understand how the technology works so you can confidently predict the expected behavior, and successfully troubleshoot any anomalies you may encounter. Finally, you will see how to deploy firewalls in a cloud environment, and special or unique considerations when setting them to protect resources.By the end of this book, for your configuration setup you will instinctively know how to approach challenges, find the resources you need, and solve most issues efficiently.What you will learnExplore your way around the web interface and command lineDiscover the core technologies and see how to maximize your potential in your networkIdentify best practices and important considerations when configuring a security policyConnect to a freshly booted appliance or VM via a web interface or command-line interfaceGet your firewall up and running with a rudimentary but rigid configurationGain insight into encrypted sessions by setting up SSL decryptionTroubleshoot common issues, and deep-dive into flow analyticsConfigure the GlobalProtect VPN for remote workers as well as site-to-site VPNWho this book is forThe book is for network and security professionals, and administrators who want to bring in the power of Palo Alto Networks and firewalls to secure their networks. Engineers should have a good grasp of networking and routing protocols, basic knowledge of stateful or next-generation firewalls is helpful but not required.Table of ContentsUnderstanding the Core TechnologiesSetting Up a New DeviceBuilding Strong PoliciesTaking Control of SessionsServices and Operational ModesIdentifying Users and Controlling AccessManaging Firewalls through PanoramaUpgrading Firewalls and PanoramaLogging and ReportingVirtual Private NetworksAdvanced ProtectionTroubleshooting Common Session IssuesA Deep Dive into TroubleshootingCloud based firewall deploymentSupporting Tools
This book covers the need for good business modeling design and how you can achieve it through DAX. It helps analysts get the most out of Microsoft BI tools such as Power BI using DAX, ensuring that they get the most effective results from running their analyses.
iOS 15 Programming for Beginners is an introductory guide to learning the essentials of Swift programming and iOS development for building your first iOS app and publishing it on the App Store. Fully updated to cover the latest features in iOS 15, this practical guide will help you get up to speed with writing iOS apps from scratch.
Find out how easy it is to learn test automation in Dynamics 365 Business Central with this book and deliver better solutions to your customers. This updated second edition includes a substantial extension with additional chapters that address the testing of processes with incoming and outgoing calls.
Microsoft 365 Certified Fundamentals certification demonstrates your knowledge of cloud services in general and the SaaS cloud model. This updated second edition covers the MS-900 exam and is filled with practice questions and mock tests. The book also covers the expanded content of the updated exam, including Power Platform and Microsoft Forms.
The book contains the most common as well as state-of-the-art methods in machine learning for time-series, and examples that every data scientist or analyst would have encountered, if not in their job, then in a job interview.
If your organization has started moving in the platform direction, you already know that the real challenge lies in building the right platform strategy and executing it effectively. This book will help you learn product management aspects crucial for creating and executing a platform strategy from scratch.
Unity 2021 Cookbook is a practical guide with recipes covering a wide variety of Unity's essential features. This new edition has been fully updated for Unity 2021 to help you discover not only the latest features but also modern game development practices.
Explore the capabilities of Amazon SageMaker to effectively train, deploy, and manage machine learning and deep learning models in AWS with complete and thoroughly explained hands-on examples. With 80 proven recipes, this step-by-step guide will help you build the skills necessary to contribute to real-life ML requirements and projects.
This second edition of Industrial Cybersecurity is a practical guide to implementing a comprehensive and solid security program for the ICS environment. This book shows anyone new to industrial security or professionals looking to extend their industrial security posture how to effectively monitor their ICS environment.
With this Micronaut book, developers working with microservices will be able to put their knowledge to work effectively. The book follows a hands-on approach to all the aspects of building microservices such as development, testing, and maintenance, as well as associated methodologies that will have you up and running and productive in no time.
The literature on software architecture is undefined and vast, and requires a lot of effort to master. Written by the best-selling author of The Azure Cloud Native Mapbook Stephane Eyskens, this quick start guide will help you understand software architecture in a pragmatic way using real-world scenarios and helpful examples.
The Azure Databricks Cookbook shows you how to work with the latest as well as older versions of Apache Spark and integrate with various Azure resources for orchestrating, deploying, and monitoring big data solutions. You'll use Azure Databricks to build end-to-end solutions and address challenges in securing, productionizing, and monitoring them.
The Professional Scrum Master (PSM I) Guide equips software professionals with theoretical and practical knowledge of modern Scrum. This book takes you through the Scrum framework, provides hands-on techniques for applying Scrum in real life, and prepares you to take the PSM I certification exam with confidence.
This Angular book will help you learn the essential features of the Angular framework by creating ten different real-world web applications. By the end of this book, you will be able to build Angular apps using a wide variety of technologies.
Being familiar with object-oriented design is an essential part of programming in Python. This new edition includes all the topics that made Python Object-Oriented Programming an instant Packt classic. Moreover, it's packed with updated content to reflect more recent changes in the core Python libraries and cover modern third-party packages.
Prenumerera på vårt nyhetsbrev för att få fantastiska erbjudanden och inspiration för din nästa läsning.
Genom att registrera dig accepterar du vår personuppgiftspolicy.
