Modern Time Series Forecasting with Python. Industry-ready machine learning and deep learning time series analysis with PyTorch and pandas - Second Edition

Manu Joseph, Jeffrey Tackes, Christoph Bergmeir

Predicting the future, whether it's market trends, energy demand, or website traffic, has never been more crucial. This practical, hands-on guide empowers you to build and deploy powerful time series forecasting models. Whether you’re working with traditional statistical methods or cutting-edge deep learning architectures, this book provides structured learning and best practices for both.Starting with the basics, this data science book introduces fundamental time series concepts, such as ARIMA and exponential smoothing, before gradually progressing to advanced topics, such as machine learning for time series, deep neural networks, and transformers. As part of your fundamentals training, you’ll learn preprocessing, feature engineering, and model evaluation. As you progress, you’ll also explore global forecasting models, ensemble methods, and probabilistic forecasting techniques.This new edition goes deeper into transformer architectures and probabilistic forecasting, including new content on the latest time series models, conformal prediction, and hierarchical forecasting. Whether you seek advanced deep learning insights or specialized architecture implementations, this edition provides practical strategies and new content to elevate your forecasting skills.

Microsoft Dynamics AX 2012 Services. Everything you need to know about implementing services with Microsoft Dynamics AX 2012 is contained in this hands-on guide. Easy to follow and totally practical, it’s a must for both new and experienced AX Dynamics developers

Kenny Saelen, Klaas Deforche, Saelen Kenny

Because an ERP system like Microsoft Dynamics AX 2012 plays a central role in an organization, there will always be the need to integrate it with other applications. In many cases, services are the preferred way of doing this, and Microsoft Dynamics AX 2012 is now more flexible than ever when it comes to the creation and use of these services. Understanding these services will help you identify where they can be used, and do so effectively.Microsoft Dynamics AX 2012 Services is a hands-on guide that provides you with all the knowledge you will need to implement services with Microsoft Dynamics AX 2012. The step-by-step examples will walk you through many of the tasks that you need to perform frequently when creating and using services.Microsoft Dynamics AX 2012 Services provides detailed and practical examples for creating and using services that will make it a resource you will consult many times during your implementationsThis book helps you to identify situations where services can be used for your implementations. By providing step-by-step instructions for many of the common tasks, you will gain practical know-how on to get the job done.Easy to follow instructions are provided for all types of services you will encounter. You will learn how to create document services using the AIF Document Service Wizard and how to use X++ to create custom services. You will also learn how to deploy services and web services and how you can consume them in both X++ and .NET. The services are also put to use in the SysOperation framework, which uses services to run business logic and is the new way to create batch processes in Microsoft Dynamics AX 2012.

Canvas LMS Course Design. Create and deliver interactive online courses on the Canvas learning management system - Second Edition

Ryan John

Canvas is an online learning management system (LMS) and one of the most powerful teaching tools that educational institutions worldwide have adopted thanks to its streamlined functionality, intuitive user interface, and robust features. This revised second edition of Canvas LMS Course Design will show you how to design, create, and teach engaging classes in online, hybrid, or fusion settings using the Canvas LMS.The book will guide you through the steps of setting up your Canvas account, creating activities and assignments, designing and customizing the course layout, and teaching your course. Whether you're using an institutional or Free-for-Teacher account, you'll be able to use Canvas for grading, feedback, and communication with and between students. As you progress, you'll learn how to integrate external apps and services with Canvas. Finally, the book features an exclusive section detailing how you can use Canvas' built-in resources as well as other resources to tackle challenges while working with the LMS. Throughout, this book will give you the technical knowledge you need to create unique learning experiences for students.By the end of this Canvas LMS Course Design, you'll be able to successfully teach online with the help of logical descriptions and step-by-step screenshots that clearly explain how to build a phenomenal course.

Google Cloud Certified Professional Cloud Developer Exam Guide. Modernize your applications using cloud-native services and best practices

Sebastian Moreno

Google Cloud Platform is one of the three major cloud providers in the industry, exhibiting great leadership in application modernization and data management. This book provides a comprehensive introduction for those who are new to cloud development and shows you how to use the tools to create cloud-native applications by integrating the technologies used by Google.The book starts by taking you through the basic programming concepts and security fundamentals necessary for developing in Google Cloud. You'll then discover best practices for developing and deploying applications in the cloud using different components offered by Google Cloud Platform such as Cloud Functions, Google App Engine, Cloud Run, and other GCP technologies. As you advance, you'll learn the basics of cloud storage and choosing the best options for storing different kinds of data as well as understand what site reliability engineers do. In the last part, you'll work on a sample case study of Hip Local, a community application designed to facilitate communication between people nearby, created by the Google Cloud team.By the end of this guide, you'll have learned how to design, develop, and deploy an end-to-end application on the Google Cloud Platform.

Building Web Services with Microsoft Azure. Quickly develop scalable, REST-based applications or services and learn how to manage them using Microsoft Azure

Alexander Belotserkovskiy, Nikhil Sachdeva, Alex Belotserkovskiy, Stephen Kaufman

Microsoft Certified Azure Data Fundamentals (DP-900) Exam Guide. Build a solid foundation in Azure data services and pass the DP-900 exam on your first try

Steve Miles

Microsoft's Azure Data Fundamentals (DP-900) certification exam validates your expertise in core data concepts and Azure’s powerful data services capabilities. This comprehensive guide written by Steve Miles—a Microsoft Azure MVP and certified trainer with over 25 years of experience in cloud data services and 30+ certifications across major platforms—serves as your gateway to a future shaped by data and AI, regardless of your technical background.With the help of examples, you'll learn fundamental data concepts, including data representation, data storage options, and common workloads and gain clarity on the roles and responsibilities of key data professionals such as data administrators, engineers, and analysts. This guide covers all crucial exam domains, from data services capabilities of the Azure cloud platform to considerations for relational, non-relational, and analytics workloads, encompassing both Microsoft and open-source technologies.To supplement your exam prep, this book gives you access to a suite of online resources designed to boost your confidence, including mock tests, interactive flashcards, and invaluable exam tipsBy the end of this book, you’ll be fully prepared not only to pass the DP-900 exam but also to confidently tackle data solutions in Azure, setting a strong foundation for your data-driven career

Managing the New Generation. A practical guide for understanding and meeting workplace expectations of Generation Y

Carolin R Munro

Innovative techniques and practices for managing and engaging the new generation of workers.As the new generation of employees enters the workforce, they bring with them a distinctive set of attitudes, behaviors and expectations. Coupled with rapid changes to social and business life, this has created a situation of fast transformation in workplace and organizational culture. For some it may be troubling, and difficult to contend with, but the creativity and energy of Generation Y presents should be regarded as an opportunity, not a challenge. When managed and cultivated in the right way, Generation Y can play a key role in your organization and can push you forward towards future success.This engaging guide, thoughtful and practical in equal measure, takes the mystery and confusion out of managing and working with Generation Y. Carolin Munro, Associate Professor at the Faculty of management at Royal Roads University, BC., offers an unconventional roadmap to navigate through the uncultivated terrain of attracting, engaging, and retaining Generation Y talent in your organization. Carolin addresses the burning questions you have about Generation Y and proposes specific strategies that you can use to build collaborative working relationships with a new generation of employees. From attracting Generation Y to your organization, dealing with any multi-generational differences, to inspiring and coaching new employees towards success, Caroliun draws on her expertise in management and leadership to demonstrate that the future will be safe in the hands of Generation Y.

AWS Certified Cloud Practitioner Exam Guide. Build your cloud computing knowledge and build your skills as an AWS Certified Cloud Practitioner (CLF-C01)

Rajesh Daswani

Amazon Web Services is the largest cloud computing service provider in the world. Its foundational certification, AWS Certified Cloud Practitioner (CLF-C01), is the first step to fast-tracking your career in cloud computing. This certification will add value even to those in non-IT roles, including professionals from sales, legal, and finance who may be working with cloud computing or AWS projects. If you are a seasoned IT professional, this certification will make it easier for you to prepare for more technical certifications to progress up the AWS ladder and improve your career prospects.The book is divided into four parts. The first part focuses on the fundamentals of cloud computing and the AWS global infrastructure. The second part examines key AWS technology services, including compute, network, storage, and database services. The third part covers AWS security, the shared responsibility model, and several security tools. In the final part, you'll study the fundamentals of cloud economics and AWS pricing models and billing practices.Complete with exercises that highlight best practices for designing solutions, detailed use cases for each of the AWS services, quizzes, and two complete practice tests, this CLF-C01 exam study guide will help you gain the knowledge and hands-on experience necessary to ace the AWS Certified Cloud Practitioner exam.