With demand for scaling, real-time access, and other capabilities, businesses need to consider building operational machine learning pipelines. This practical guide helps your company bring data science to life for different real-world MLOps scenarios. Senior data scientists, MLOps engineers, and machine learning engineers will learn how to tackle challenges that prevent many businesses from moving ML models to production.Authors Yaron Haviv and Noah Gift take a production-first ap...

Getting your models into production is the fundamental challenge of machine learning. MLOps offers a set of proven principles aimed at solving this problem in a reliable and automated way. This insightful guide takes you through what MLOps is (and how it differs from DevOps) and shows you how to put it into practice to operationalize your machine learning models.Current and aspiring machine learning engineers--or anyone familiar with data science and Python--will build a foundation...

Many organizations today have begun to modernize their Windows workloads to take full advantage of cloud economics. If you're a C# developer at one of these companies, you need options for rehosting, replatforming, and refactoring your existing .NET Framework applications. This practical book guides you through the process of converting your monolithic application to microservices on AWS.Authors Noah Gift, founder of Pragmatic AI Labs, and James Charlesworth, engineering manager at...

Much has changed in technology over the past decade. Data is hot, the cloud is ubiquitous, and many organizations need some form of automation. Throughout these transformations, Python has become one of the most popular languages in the world. This practical resource shows you how to use Python for everyday Linux systems administration tasks with today’s most useful DevOps tools, including Docker, Kubernetes, and Terraform.Learning how to interact and automate with Linux is essenti...

This book takes you on a journey through the world of coding with ChatGPT, exploring the benefits and applications of this cutting-edge technology.From understanding basic coding concepts and working with data to web development, machine learning, and beyond, this guide provides a comprehensive understanding of coding with ChatGPT. You will learn how to debug code, integrate ChatGPT with other tools and frameworks, fine-tune it for specific programming languages, a...

50 Powerful, Easy-to-Use Rules for Supporting Hypergrowth in Any EnvironmentScalability Rules is the easy-to-use scalability primer and reference for every architect, developer, web professional, and manager. Authors Martin L. Abbott and Michael T. Fisher have helped scale more than 200 hypergrowth Internet sites through their consulting practice. Now, drawing on their unsurpassed experience, they present 50 clear, proven scalability rules—and practical gu...

Starting with the fundamentals of the databricks lakehouse platform, the book teaches readers on administering various data operations, including Machine Learning, DevOps, Data Warehousing, and BI on the single platform.The subsequent chapters discuss working around data pipelines utilizing the databricks lakehouse platform with data processing and audit quality framework. The book teaches to leverage the Databricks Lakehouse platform to develop delta live tables, streamline ETL/ELT operat...

Get up and running with machine learning life cycle management and implement MLOps in your organizationKey FeaturesBecome well-versed with MLOps techniques to monitor the quality of machine learning models in productionExplore a monitoring framework for ML models in production and learn about end-to-end traceability for deployed modelsPerform CI/CD to automate new implementations in ML pipelinesBook DescriptionEngineering MLp...

Web Management is one of the fastest growing segments of the information technology (IT) industry because it provides a more cost-effective alternative for enterprises to achieve their business objectives than traditional packaged applications.This book, in its updated and improved second edition, covers just about every aspect of Web Applications, from high-level overviews of the different technologies that might be appropriate for upper management, to a very nice series of "hands...

Highly available microservice-based web apps for Cloud with JavaKey Features\[\*\]Take advantage of the simplicity of Spring to build a full-fledged application\[\*\] Let your applications run faster while generating smaller cloud service bills\[\*\] Integrate your application with various tools such as Docker and ElasticSearch and use specific tools in Azure and AWSBook DescriptionBusinesses today are evolving so rapidly tha...

Our AZ-305: Designing Microsoft Azure Infrastructure Solutions Exam Cram Notes are a concise bundling of condensed notes of the complete exam blueprint. It is an ideal and handy document to help you remember the most important technology concepts related to the certification exam.

The mainstreaming of Cloud Native Architecture as an enterprise discipline is well underway. According to the Forbes report in January 2018, 83% of the enterprise workloads will be in the cloud by 2020 and 41% of the enterprise workloads will run on public cloud platforms, while another 22% will be running on hybrid cloud platforms.Customers are embarking on the enterprise digital transformation journeys. Adopting cloud and cloud native architectures and microservices is an important aspec...