This book presents the theory of matrix algebra for statistical applications, explores various types of matrices encountered in statistics, and covers numerical linear algebra.
This book presents the theory of matrix algebra for statistical applications, explores various types of matrices encountered in statistics, and covers numerical linear algebra.
The twenty-first century offers more technology than we have ever seen before, but with new updates, and apps coming out all the time, it's hard to keep up.
In recent years, the way open source software is developed has taken hold as a valid alternative to commercial proprietary methods, as have the products themselves, e.
Interactions between species are of fundamental importance to all living systems and the framework we have for studying these interactions is community ecology.
Interactions between species are of fundamental importance to all living systems and the framework we have for studying these interactions is community ecology.
Learn how to leverage the scientific computing and data analysis capabilities of Python, its standard library, and popular open-source numerical Python packages like NumPy, SymPy, SciPy, matplotlib, and more.
A comprehensive guide to getting well-versed with the mathematical techniques for building modern deep learning architecturesKey FeaturesUnderstand linear algebra, calculus, gradient algorithms, and other concepts essential for training deep neural networksLearn the mathematical concepts needed to understand how deep learning models functionUse deep learning for solving problems related to vision, image, text, and sequence applicationsBook DescriptionMost programmers and data scientists struggle with mathematics, having either overlooked or forgotten core mathematical concepts.
Get to grips with automated machine learning and adopt a hands-on approach to AutoML implementation and associated methodologiesKey FeaturesGet up to speed with AutoML using OSS, Azure, AWS, GCP, or any platform of your choiceEliminate mundane tasks in data engineering and reduce human errors in machine learning modelsFind out how you can make machine learning accessible for all users to promote decentralized processesBook DescriptionEvery machine learning engineer deals with systems that have hyperparameters, and the most basic task in automated machine learning (AutoML) is to automatically set these hyperparameters to optimize performance.
A practical syllabus-based UiPath Associate certification guide to confidently passing your UiPath RPA Associate certification examination, covering real-world business cases, mock tests, and moreKey FeaturesGet certified successfully with this detailed syllabus-oriented examination guideWork with real-world business cases that will help you grasp RPA topics better using practical examplesPractice with quizzes and mock exam papers with answers to prepare for the exam confidentlyBook DescriptionUiPath is the most popular vendor in the Robotic Process Automation (RPA) industry.
Port projects over from GitHub and convert SVN projects to GitLab hosted git projectsKey FeaturesEffective guide for GitLab migration from GitHub and SVNLearn to implement DevOps with GitLab 11Manage projects with issue boards and time trackingBook DescriptionGitlab is an open source repository management and version control toolkit with an enterprise offering.
Reduce the complexity of managing applications on Kubernetes and develop an enterprise pattern for application deliveryKey FeaturesLearn best practices from the core maintainer of Helm for application delivery and life cycle managementManage applications deployed in Kubernetes effectively using HelmGo beyond the basics when using Helm with key security considerations and management optionsBook DescriptionContainerization is one of the best ways to implement DevOps, and learning how to execute it effectively is an essential part of a developer's skillset.
Used by the UK government and extensively throughout the world, PRINCE2(R) uses seven principles, seven themes and seven processes, which the author believes can be tailored to any project, in any environment, at any time and with anyone - be it work-related or not.
Used by the UK government and extensively throughout the world, PRINCE2(R) uses seven principles, seven themes and seven processes, which the author believes can be tailored to any project, in any environment, at any time and with anyone - be it work-related or not.
A wealth of material has been written to describe the underlying mechanics of ITSM, but very little practical advice is available on how to implement ITSM best practices to achieve an organization's business objectives.
Deliver your projects on time and to budgetThe use of Agile methods to implement SAP is a relatively new approach and one that has proven to be very successful.
Implement DevOps for Salesforce and explore its featuresKey FeaturesLearn DevOps principles and techniques for enterprise operations in SalesforceImplement Continuous Integration and Continuous Delivery using tools such as Jenkins and Ant scriptUse the Force.
Power and Sample Size in R guides the reader through power and sample size calculations for a wide variety of study outcomes and designs and illustrates their implementation in R software.
A practical guide filled with over 120 infographics to help you administer Moodle for large organizations and small enterprises, updated to Moodle 4 and packed with real-world examples addressing today's LMS needsKey FeaturesLearn how to plan, install, customize, and optimize Moodle and Moodle WorkplaceDeliver a cutting-edge learning experience in a secure and customizable environment while optimizing the Moodle environmentDiscover solutions to common problems while administering Moodle using a wide range of real-world examplesBook DescriptionThis updated fourth edition of the classic Moodle Administration guide has been written from the ground up and covers all the new Moodle features in great breadth and depth.
Extend your skills with Odoo 12 to build resourceful and open source business applicationsKey FeaturesExplore Odoo 12 capabilities to develop business applicationsProgram business logic and manipulate data to implement specific business rules in your applicationsIntegrate Python APIs for building customizable and scalable business logicBook DescriptionOdoo is one of the best platforms for open source ERP and CRM.
Learn how to build complete machine learning systems with IBM Cloud and Watson Machine learning servicesKey FeaturesImplement data science and machine learning techniques to draw insights from real-world dataUnderstand what IBM Cloud platform can help you to implement cognitive insights within applicationsUnderstand the role of data representation and feature extraction in any machine learning systemBook DescriptionIBM Cloud is a collection of cloud computing services for data analytics using machine learning and artificial intelligence (AI).
Implement business intelligence (BI), data modeling, and data analytics within Microsoft products such as Power BI, SQL Server, and ExcelKey FeaturesUnderstand the ins and outs of DAX expressions and querying functions with the help of easy-to-follow examplesManipulate data of varying complexity and optimize BI workflows to extract key insightsCreate, monitor, and improve the performance of models by writing clean and robust DAX queriesBook DescriptionData Analysis Expressions (DAX) is known for its ability to increase efficiency by extracting new information from data that is already present in your model.
This book is the first coherent presentation of the latest research and practices concerned with how recent advances in mobile information and communication technology (ICT) and the Internet of Things (IoT) are utilized to enhance the value of the city and change the way that city planning and management are carried out.
Learn how to automate tasks and create rules in Jira with the help of different use casesKey FeaturesAutomate daily repetitive and tedious tasks without coding experienceDiscover how to automate processes in the Jira family including Jira software, Jira Service Desk, and Jira CoreExplore different use cases to understand automation features in JiraBook DescriptionAtlassian Jira makes it easier to track the progress of your projects, but it can lead to repetitive and time-consuming tasks for teams.
Explore Qt framework and APIs for building cross-platform applications for mobile devices, embedded systems, and IoTKey FeaturesBuild cross-platform applications and deploy them across mobile and connected devicesDesign 2D and 3D UIs for embedded systems using Yocto and Qt CreatorBuild machine to machine automation solution using QtSensors, QtMQTT, and QtWebSocketsBook DescriptionQt is a world-class framework, helping you to develop rich graphical user interfaces (GUIs) and multi-platform applications that run on all major desktop platforms and most mobile or embedded platforms.
Solve real-world business problems by learning how to create common industry key performance indicators and other calculations using DAX within Microsoft products such as Power BI, SQL Server, and Excel.
A comprehensive introduction to automated application deployment on Kubernetes for beginnersKey FeaturesEffectively manage applications deployed in Kubernetes using HelmLearn to install, upgrade, share, and manage applications deployed in KubernetesGet up and running with a package manager for KubernetesBook DescriptionContainerization is currently known to be one of the best ways to implement DevOps.
Learn RPA by building business solutions such as ERP and CRM automation, software robots, and intelligent process automation from scratchKey FeaturesUse popular RPA tools Automation Anywhere A2019 and UiPath, for real-world task automationBuild automation solutions for domains such as System Administration, Finance, HR, Supply Chain, and Customer RelationsExtend your RPA capabilities by implementing Intelligent process automation with APIs and AIBook DescriptionRobotic Process automation helps businesses to automate monotonous tasks that can be performed by machines.
Establish business agility in your organization by applying industry-proven scaling strategies from popular Scrum frameworks such as Scrum of Scrums (SoS), Scrum@Scale, Nexus, Large-Scale Scrum (LeSS), Disciplined Agile, and SAFeKey FeaturesLearn how to be Agile at scale by implementing best practicesUnderstand how Lean-Agile practices are incorporated in Disciplined Agile and the Scaled Agile Framework (SAFe)Customize Scrum and Lean-Agile practices to support portfolio and large product development needsBook DescriptionScaled Scrum and Lean-Agile practices provide essential strategies to address large and complex product development challenges not addressed in traditional Scrum.
Get to grips with building robust XGBoost models using Python and scikit-learn for deploymentKey FeaturesGet up and running with machine learning and understand how to boost models with XGBoost in no timeBuild real-world machine learning pipelines and fine-tune hyperparameters to achieve optimal resultsDiscover tips and tricks and gain innovative insights from XGBoost Kaggle winnersBook DescriptionXGBoost is an industry-proven, open-source software library that provides a gradient boosting framework for scaling billions of data points quickly and efficiently.
Master advanced Salesforce Administration concepts with expert tips, techniques, and mock testsKey FeaturesLearn advanced features to reduce implementation time and enhance your Salesforce administration skillsDevelop the ability to solve critical issues with a proactive approach and deliver the best solutionExplore complex automation with workflows, approvals, process builder, and custom Apex codingBook DescriptionThe Salesforce Advanced Administrator certification extends beyond administrator certification, covering advanced platform features and functions such as configuration, automation, security, and customization.
Develop robust, Scala-powered projects with the help of machine learning libraries such as SparkML to harvest meaningful insightKey FeaturesGain hands-on experience in building data science projects with Scala Exploit powerful functionalities of machine learning librariesUse machine learning algorithms and decision tree models for enterprise appsBook DescriptionScala, together with the Spark Framework, forms a rich and powerful data processing ecosystem.
Solve business challenges with Microsoft Power BI's advanced visualization and data analysis techniquesKey FeaturesCreate effective storytelling reports by implementing simple-to-intermediate Power BI featuresDevelop powerful analytical models to extract key insights for changing business needsBuild, publish, and share impressive dashboards for your organizationBook DescriptionTo succeed in today's transforming business world, organizations need business intelligence capabilities to make smarter decisions faster than ever before.
Leverage HubSpot to reach your target audience with the right content and convert them into loyal customersKey FeaturesExplore a full software stack for marketing, sales, and customer services to grow your businessUnderstand how to organize, track, and build better relationships with leads and customersLearn to prioritize and execute your marketing tasks in an efficient wayBook DescriptionEmpowering Marketing and Sales with HubSpot is your comprehensive solution to using HubSpot to achieve your business goals with a flexible and lean approach.
Build and backtest your algorithmic trading strategies to gain a true advantage in the marketKey FeaturesGet quality insights from market data, stock analysis, and create your own data visualisationsLearn how to navigate the different features in Python's data analysis librariesStart systematically approaching quantitative research and strategy generation/backtesting in algorithmic tradingBook DescriptionCreating an effective system to automate your trading can help you achieve two of every trader's key goals; saving time and making money.
Use structural, behavioral, and concurrent patterns in Delphi to skillfully develop applicationsKey FeaturesDelve into the core patterns and components of Delphi to enhance your application's designLearn how to select the right patterns to improve your program's efficiency and productivityDiscover how parallel programming and memory management can optimize your codeBook DescriptionDelphi is a cross-platform Integrated Development Environment (IDE) that supports rapid application development for most operating systems, including Microsoft Windows, iOS, and now Linux with RAD Studio 10.