Learning Apache Openwhisk

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Learning Apache OpenWhisk

Michele Sciabarrà
Learning Apache OpenWhisk Book PDF

Author : Michele Sciabarrà
Publisher : O'Reilly Media
Page : 394 pages
File Size : 48,9 Mb
Release : 2019-07-03
Category : Computers
ISBN : 9781492046134

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Learning Apache OpenWhisk by Michele Sciabarrà Pdf

Serverless computing greatly simplifies software development. Your team can focus solely on your application while the cloud provider manages the servers you need. This practical guide shows you step-by-step how to build and deploy complex applications in a flexible multicloud, multilanguage environment using Apache OpenWhisk. You’ll learn how this platform enables you to pursue a vendor-independent approach using preconfigured containers, microservices, and Kubernetes as your cloud operating system. Michele Sciabarrà demonstrates how to build a serverless application using classical design patterns and the programming language or languages that best fit your task. You’ll start by building a simple serverless application hands-on before diving into the more complex aspects of the OpenWhisk platform. Examine how OpenWhisk’s serverless architecture works, including the use of packages, actions, sequences, triggers, rules, and feeds Learn how OpenWhisk compares to existing architectures, such as Java Enterprise Edition Manipulate OpenWhisk features using the command-line interface or a JavaScript API Design applications using common Gang of Four design patterns Use architectural design patterns such as model-view-controller to combine several OpenWhisk actions Learn how to test and debug your code in a serverless environment

Learning Apache OpenWhisk

Michele Sciabarrà
Learning Apache OpenWhisk Book PDF

Author : Michele Sciabarrà
Publisher : Unknown
Page : 400 pages
File Size : 42,7 Mb
Release : 2019
Category : Apache OpenWhisk
ISBN : 1492046159

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Learning Apache OpenWhisk by Michele Sciabarrà Pdf

With Early Release ebooks, you get books in their earliest form--the author's raw and unedited content as he or she writes--so you can take advantage of these technologies long before the official release of these titles. You'll also receive updates when significant changes are made, new chapters are available, and the final ebook bundle is released. Serverless computing greatly simplifies software development. Your team can focus solely on your application while the cloud provider manages the servers you need. This practical guide shows you step-by-step how to build and deploy complex applications in a flexible multicloud, multilanguage environment using Apache OpenWhisk. You'll learn how this platform enables you to pursue a vendor-independent approach using preconfigured containers, microservices, and Kubernetes as your cloud operating system. Michele Sciabarrà demonstrates how to build a serverless application using classical design patterns and the programming language or languages that best fit your task. You'll start by building a simple serverless application hands-on before diving into the more complex aspects of the OpenWhisk platform. Examine how OpenWhisk's serverless architecture works, including the use of packages, actions, sequences, triggers, rules, and feeds Learn how OpenWhisk compares to existing architectures, such as Java Enterprise Edition Manipulate OpenWhisk features using the command-line interface or a JavaScript API Design applications using common Gang of Four design patterns Use architectural design patterns such as model-view-controller to combine several OpenWhisk actions Learn how to test and debug your code in a serverless environment.

Learning Apache OpenWhisk

Michele Sciabarrà
Learning Apache OpenWhisk Book PDF

Author : Michele Sciabarrà
Publisher : O'Reilly Media
Page : 400 pages
File Size : 40,6 Mb
Release : 2019-06-23
Category : Computers
ISBN : 1492046167

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Learning Apache OpenWhisk by Michele Sciabarrà Pdf

Serverless computing greatly simplifies software development. Your team can focus solely on your application while the cloud provider manages the servers you need. This practical guide shows you step-by-step how to build and deploy complex applications in a flexible multicloud, multilanguage environment using Apache OpenWhisk. You'll learn how this platform enables you to pursue a vendor-independent approach using preconfigured containers, microservices, and Kubernetes as your cloud operating system. Michele Sciabarrà demonstrates how to build a serverless application using classical design patterns and the programming language or languages that best fit your task. You'll start by building a simple serverless application hands-on before diving into the more complex aspects of the OpenWhisk platform. Examine how OpenWhisk's serverless architecture works, including the use of packages, actions, sequences, triggers, rules, and feeds Learn how OpenWhisk compares to existing architectures, such as Java Enterprise Edition Manipulate OpenWhisk features using the command-line interface or a JavaScript API Design applications using common Gang of Four design patterns Use architectural design patterns such as model-view-controller to combine several OpenWhisk actions Learn how to test and debug your code in a serverless environment

Serverless Swift

Marek Sadowski,Lennart Frantzell
Serverless Swift Book PDF

Author : Marek Sadowski,Lennart Frantzell
Publisher : Apress
Page : 206 pages
File Size : 46,5 Mb
Release : 2020-08-25
Category : Computers
ISBN : 1484258355

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Serverless Swift by Marek Sadowski,Lennart Frantzell Pdf

Decrease development time to market with Serverless Swift—the event-based modern architecture for full stack developers. This book reviews how to use the Apache OpenWhisk framework to enrich your standalone applications with cloud-based functionalities from data sources up to Artificial Intelligence. You'll leverage serverless in your mobile apps with use case scenarios and gain the skills that will allow you to create robust, performant, secure yet economically viable systems in a cloud native environment. Finally, you'll see how to participate in the creation and further development of this open source project with Apache Foundation, which is supported by IBM, Google, and others Serverless has become a new style of coding, and it can be used to offload your mobile apps without incurring unnecessary costs. Get a solid, hands-on introduction into serverless, function-as-a-service, and cloud function technologies and learn why startups and enterprises are so excited about using them. What You'll Learn Employ Apache OpenWhisk in your apps Expand your iOS skills with Cloud Native Serverless programming Use a Docker container as a Polyglot action Who This Book Is For Developers, development leaders in the enterprise, and startup CTOs who want to learn a leading technology for the cloud in order to enrich applications with SaaS, Social Networks, and cloud based AI and APIs.

DevOps for Serverless Applications

Shashikant Bangera
DevOps for Serverless Applications Book PDF

Author : Shashikant Bangera
Publisher : Packt Publishing Ltd
Page : 257 pages
File Size : 40,5 Mb
Release : 2018-09-29
Category : Computers
ISBN : 9781788625661

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DevOps for Serverless Applications by Shashikant Bangera Pdf

Set up complete CI and CD pipelines for your serverless applications using DevOps principles Key FeaturesUnderstand various services for designing serverless architecture Build CD pipelines using various cloud providers for your serverless applications Implement DevOps best practices when building serverless applicationsBook Description Serverless applications are becoming very popular among developers and are generating a buzz in the tech market. Many organizations struggle with the effective implementation of DevOps with serverless applications. DevOps for Serverless Applications takes you through different DevOps-related scenarios to give you a solid foundation in serverless deployment. You will start by understanding the concepts of serverless architecture and development, and why they are important. Then, you will get to grips with the DevOps ideology and gain an understanding of how it fits into the Serverless Framework. You'll cover deployment framework building and deployment with CI and CD pipelines for serverless applications. You will also explore log management and issue reporting in the serverless environment. In the concluding chapters, you will learn important security tips and best practices for secure pipeline management. By the end of this book, you will be in a position to effectively build a complete CI and CD delivery pipeline with log management for serverless applications. What you will learnExplore serverless fundamentals and effectively combine them with DevOpsSet up CI and CD with AWS Lambda and other popular Serverless service providers with the help of the Serverless FrameworkPerform monitoring and logging with serverless applicationsSet up a dynamic dashboard for different service providersDiscover best practices for applying DevOps to serverless architectureUnderstand use cases for different serverless architecturesWho this book is for DevOps for Serverless Applications is for DevOps engineers, architects, or anyone interested in understanding the DevOps ideology in the serverless world. You will learn to use DevOps with serverless and apply continuous integration, continuous delivery, testing, logging, and monitoring with serverless.

Docker for Serverless Applications

Chanwit Kaewkasi
Docker for Serverless Applications Book PDF

Author : Chanwit Kaewkasi
Publisher : Packt Publishing Ltd
Page : 243 pages
File Size : 55,8 Mb
Release : 2018-04-19
Category : Computers
ISBN : 9781788837576

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Docker for Serverless Applications by Chanwit Kaewkasi Pdf

Build applications and infrastructures that leverage Function-as-a-Service and Docker Key Features - Implement containerization in Serverless/FaaS environments - Utilize Docker as a functional unit of work for Serverless/FaaS platforms - Use Docker as a portable infrastructure for Serverless Applications Book Description Serverless applications have gained a lot of popularity among developers and are currently the buzzwords in the tech market. Docker and serverless are two terms that go hand-in-hand. This book will start by explaining serverless and Function-as-a-Service (FaaS) concepts, and why they are important. Then, it will introduce the concepts of containerization and how Docker fits into the Serverless ideology. It will explore the architectures and components of three major Docker-based FaaS platforms, how to deploy and how to use their CLI. Then, this book will discuss how to set up and operate a production-grade Docker cluster. We will cover all concepts of FaaS frameworks with practical use cases, followed by deploying and orchestrating these serverless systems using Docker. Finally, we will also explore advanced topics and prototypes for FaaS architectures in the last chapter. By the end of this book, you will be in a position to build and deploy your own FaaS platform using Docker. What you will learn Learn what Serverless and FaaS applications are Get acquainted with the architectures of three major serverless systems Explore how Docker technologies can help develop Serverless applications Create and maintain FaaS infrastructures Set up Docker infrastructures to serve as on-premises FaaS infrastructures Define functions for Serverless applications with Docker containers Who this book is for If you are a Developer, a Docker Engineer, a DevOps Engineer, or any stakeholder interested in learning the use of Docker on Serverless environments then this book is for you.

Computing, Communication and Learning

Sanjaya Kumar Panda,Rashmi Ranjan Rout,Ravi Chandra Sadam,Bala Venkata Subramaanyam Rayanoothala,Kuan-Ching Li,Rajkumar Buyya
Computing Communication and Learning Book PDF

Author : Sanjaya Kumar Panda,Rashmi Ranjan Rout,Ravi Chandra Sadam,Bala Venkata Subramaanyam Rayanoothala,Kuan-Ching Li,Rajkumar Buyya
Publisher : Springer Nature
Page : 323 pages
File Size : 46,7 Mb
Release : 2023-01-01
Category : Computers
ISBN : 9783031217500

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Computing, Communication and Learning by Sanjaya Kumar Panda,Rashmi Ranjan Rout,Ravi Chandra Sadam,Bala Venkata Subramaanyam Rayanoothala,Kuan-Ching Li,Rajkumar Buyya Pdf

This volume constitutes the refereed proceedings of the First International Conference on Computing, Communication and Learning, CoCoLe 2022, held in Warangal, India, in October 2022. The 25 full papers and 1 short paper presented were carefully reviewed and selected from 117 submissions. The CoCoLe conference focuses on three broad areas of computer science and other allied branches, namely computing, communication, and learning.

Serverless Architectures with Kubernetes

Onur Yılmaz,Sathsara Sarathchandra
Serverless Architectures with Kubernetes Book PDF

Author : Onur Yılmaz,Sathsara Sarathchandra
Publisher : Packt Publishing Ltd
Page : 475 pages
File Size : 41,9 Mb
Release : 2019-11-29
Category : Computers
ISBN : 9781838981099

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Serverless Architectures with Kubernetes by Onur Yılmaz,Sathsara Sarathchandra Pdf

Deploy, orchestrate, and monitor serverless applications using Kubernetes Key FeaturesGet hands-on experience with frameworks, such as Kubeless, Apache OpenWhisk, and FunktionMaster the basics of Kubernetes and prepare yourself for challenging technical assessmentsLearn how to launch Kubernetes both locally and in a public cloudBook Description Kubernetes has established itself as the standard platform for container management, orchestration, and deployment. By learning Kubernetes, you’ll be able to design your own serverless architecture by implementing the function-as-a-service (FaaS) model. After an accelerated, hands-on overview of the serverless architecture and various Kubernetes concepts, you’ll cover a wide range of real-world development challenges faced by real-world developers, and explore various techniques to overcome them. You’ll learn how to create production-ready Kubernetes clusters and run serverless applications on them. You'll see how Kubernetes platforms and serverless frameworks such as Kubeless, Apache OpenWhisk and OpenFaaS provide the tooling to help you develop serverless applications on Kubernetes. You'll also learn ways to select the appropriate framework for your upcoming project. By the end of this book, you’ll have the skills and confidence to design your own serverless applications using the power and flexibility of Kubernetes. What you will learnDeploy a Kubernetes cluster locally with MinikubeGet familiar with AWS Lambda and Google Cloud FunctionsCreate, build, and deploy a webpage generated by the serverless functions in the cloudCreate a Kubernetes cluster running on the virtual kubelet hardware abstractionCreate, test, troubleshoot, and delete an OpenFaaS functionCreate a sample Slackbot with Apache OpenWhisk actionsWho this book is for This book is for software developers and DevOps engineers who have basic or intermediate knowledge about Kubernetes and want to learn how to create serverless applications that run on Kubernetes. Those who want to design and create serverless applications running on the cloud, or on-premise Kubernetes clusters will also find this book useful.

Kubernetes for Serverless Applications

Russ McKendrick
Kubernetes for Serverless Applications Book PDF

Author : Russ McKendrick
Publisher : Packt Publishing Ltd
Page : 311 pages
File Size : 45,6 Mb
Release : 2018-01-18
Category : Computers
ISBN : 9781788626125

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Kubernetes for Serverless Applications by Russ McKendrick Pdf

Transform yourself into a Kubernetes specialist in serverless applications. Key Features Get hands-on experience in installing, configuring, and using services such as Kubeless, Funktion, OpenWhisk, and Fission Learn how to launch Kubernetes both locally and in public clouds Explore the differences between using services such as AWS Lambda and Azure Functions and running your own Book Description Kubernetes has established itself as the standard platform for container management, orchestration, and deployment. It has been adopted by companies such as Google, its original developers, and Microsoft as an integral part of their public cloud platforms, so that you can develop for Kubernetes and not worry about being locked into a single vendor. This book will initially start by introducing serverless functions. Then you will configure tools such as Minikube to run Kubernetes. Once you are up-and-running, you will install and configure Kubeless, your first step towards running Function as a Service (FaaS) on Kubernetes. Then you will gradually move towards running Fission, a framework used for managing serverless functions on Kubernetes environments. Towards the end of the book, you will also work with Kubernetes functions on public and private clouds. By the end of this book, we will have mastered using Function as a Service on Kubernetes environments. What you will learn Get a detailed analysis of serverless/Functions as a Service Get hands-on with installing and running tasks in Kubernetes using Minikube Install Kubeless locally and launch your first function Launch Kubernetes in the cloud and move your applications between your local machine and your cloud cluster Deploy applications on Kubernetes using Apache OpenWhisk Explore topics such as Funktion and Fission installation on the cloud followed by launching applications Monitor a serverless function and master security best practices and Kubernetes use cases Who this book is for If you are a DevOps engineer, cloud architect, or a stakeholder keen to learn about serverless functions in Kubernetes environments, then this book is for you.

Hands-On Serverless Computing

Kuldeep Chowhan
Hands On Serverless Computing Book PDF

Author : Kuldeep Chowhan
Publisher : Packt Publishing Ltd
Page : 339 pages
File Size : 51,9 Mb
Release : 2018-07-23
Category : Computers
ISBN : 9781788834957

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Hands-On Serverless Computing by Kuldeep Chowhan Pdf

Deploy functions efficiently using different cloud-based serverless offerings Key Features Understand the concept of Function-as-a-Service Implement Serverless solutions using AWS Lambda, Azure Functions and Google Cloud Functions Practical approach towards choosing the best tool for your serverless environment Book Description Serverless applications and architectures are gaining momentum and are increasingly being used by companies of all sizes. Serverless software takes care of many problems that developers face when running systems and servers, such as fault tolerance, centralized logging, horizontal scalability, and deployments. You will learn how to harness serverless technology to rapidly reduce production time and minimize your costs, while still having the freedom to customize your code, without hindering functionality. Upon finishing the book, you will have the knowledge and resources to build your own serverless application hosted in AWS, Microsoft Azure, or Google Cloud Platform, and will have experienced the benefits of event-driven technology for yourself. This hands-on guide dives into the basis of serverless architectures and how to build them using Node.js as a programming language, Visual Studio Code for code editing, and Postman for quickly and securely developing applications without the hassle of configuring and maintaining infrastructure on three public cloud platforms. What you will learn Understand the benefts of serverless computing and know when to use it Develop serverless applications on AWS, Azure, and Google Cloud Get to grips with Function as a Service (FaaS) Apply triggers to serverless functions Build event-driven apps using serverless frameworks Use the Node.js programming language to build serverless apps Use code editors, such as Visual Studio Code, as development environments Master the best development practices for creating scalable and practical solutions Who this book is for This book is targeted towards developers, system administrators or any stakeholder working in the Serverless environment and want to understand how functions work. Basic idea of serverless architecture can be an added advantage

Fog Computing

Assad Abbas,Samee U. Khan,Albert Y. Zomaya
Fog Computing Book PDF

Author : Assad Abbas,Samee U. Khan,Albert Y. Zomaya
Publisher : John Wiley & Sons
Page : 616 pages
File Size : 45,7 Mb
Release : 2020-04-21
Category : Technology & Engineering
ISBN : 9781119551690

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Fog Computing by Assad Abbas,Samee U. Khan,Albert Y. Zomaya Pdf

Summarizes the current state and upcoming trends within the area of fog computing Written by some of the leading experts in the field, Fog Computing: Theory and Practice focuses on the technological aspects of employing fog computing in various application domains, such as smart healthcare, industrial process control and improvement, smart cities, and virtual learning environments. In addition, the Machine-to-Machine (M2M) communication methods for fog computing environments are covered in depth. Presented in two parts—Fog Computing Systems and Architectures, and Fog Computing Techniques and Application—this book covers such important topics as energy efficiency and Quality of Service (QoS) issues, reliability and fault tolerance, load balancing, and scheduling in fog computing systems. It also devotes special attention to emerging trends and the industry needs associated with utilizing the mobile edge computing, Internet of Things (IoT), resource and pricing estimation, and virtualization in the fog environments. Includes chapters on deep learning, mobile edge computing, smart grid, and intelligent transportation systems beyond the theoretical and foundational concepts Explores real-time traffic surveillance from video streams and interoperability of fog computing architectures Presents the latest research on data quality in the IoT, privacy, security, and trust issues in fog computing Fog Computing: Theory and Practice provides a platform for researchers, practitioners, and graduate students from computer science, computer engineering, and various other disciplines to gain a deep understanding of fog computing.

Hands-On Enterprise Application Development with Python

Saurabh Badhwar
Hands On Enterprise Application Development with Python Book PDF

Author : Saurabh Badhwar
Publisher : Packt Publishing Ltd
Page : 362 pages
File Size : 50,9 Mb
Release : 2018-12-28
Category : Computers
ISBN : 9781789530636

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Hands-On Enterprise Application Development with Python by Saurabh Badhwar Pdf

Architect scalable, reliable, and maintainable applications for enterprises with Python Key FeaturesExplore various Python design patterns used for enterprise software developmentApply best practices for testing and performance optimization to build stable applicationsLearn about different attacking strategies used on enterprise applications and how to avoid themBook Description Dynamically typed languages like Python are continuously improving. With the addition of exciting new features and a wide selection of modern libraries and frameworks, Python has emerged as an ideal language for developing enterprise applications. Hands-On Enterprise Application Development with Python will show you how to build effective applications that are stable, secure, and easily scalable. The book is a detailed guide to building an end-to-end enterprise-grade application in Python. You will learn how to effectively implement Python features and design patterns that will positively impact your application lifecycle. The book also covers advanced concurrency techniques that will help you build a RESTful application with an optimized frontend. Given that security and stability are the foundation for an enterprise application, you’ll be trained on effective testing, performance analysis, and security practices, and understand how to embed them in your codebase during the initial phase. You’ll also be guided in how to move on from a monolithic architecture to one that is service oriented, leveraging microservices and serverless deployment techniques. By the end of the book, you will have become proficient at building efficient enterprise applications in Python. What you will learnUnderstand the purpose of design patterns and their impact on application lifecycleBuild applications that can handle large amounts of data-intensive operationsUncover advanced concurrency techniques and discover how to handle a large number of requests in productionOptimize frontends to improve the client-side experience of your applicationEffective testing and performance profiling techniques to detect issues in applications early in the development cycleBuild applications with a focus on securityImplement large applications as microservices to improve scalabilityWho this book is for If you’re a developer who wants to build enterprise-grade applications, this book is for you. Basic to intermediate-level of programming experience with Python and database systems is required to understand the concepts covered in this book.

Building Event-Driven Microservices

Adam Bellemare
Building Event Driven Microservices Book PDF

Author : Adam Bellemare
Publisher : "O'Reilly Media, Inc."
Page : 347 pages
File Size : 50,8 Mb
Release : 2020-07-02
Category : Computers
ISBN : 9781492057840

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Building Event-Driven Microservices by Adam Bellemare Pdf

Organizations today often struggle to balance business requirements with ever-increasing volumes of data. Additionally, the demand for leveraging large-scale, real-time data is growing rapidly among the most competitive digital industries. Conventional system architectures may not be up to the task. With this practical guide, you’ll learn how to leverage large-scale data usage across the business units in your organization using the principles of event-driven microservices. Author Adam Bellemare takes you through the process of building an event-driven microservice-powered organization. You’ll reconsider how data is produced, accessed, and propagated across your organization. Learn powerful yet simple patterns for unlocking the value of this data. Incorporate event-driven design and architectural principles into your own systems. And completely rethink how your organization delivers value by unlocking near-real-time access to data at scale. You’ll learn: How to leverage event-driven architectures to deliver exceptional business value The role of microservices in supporting event-driven designs Architectural patterns to ensure success both within and between teams in your organization Application patterns for developing powerful event-driven microservices Components and tooling required to get your microservice ecosystem off the ground

Learning Apache Thrift

Krzysztof Rakowski
Learning Apache Thrift Book PDF

Author : Krzysztof Rakowski
Publisher : Packt Publishing Ltd
Page : 204 pages
File Size : 49,8 Mb
Release : 2015-12-30
Category : Computers
ISBN : 9781785888670

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Learning Apache Thrift by Krzysztof Rakowski Pdf

Make applications cross-communicate using Apache Thrift! About This Book Leverage Apache Thrift to enable applications written in different programming languages (Java, C++, Python, PHP, Ruby, and so on) to cross-communicate. Learn to make your services ready for real-world applications by using stepwise examples and modifying code from Industry giants. Be a crackerjack at solving Apache Thrift-related issues. Who This Book Is For If you have some experience of developing applications in one or more languages supported by Apache Thrift (C++, Java, PHP, Python, Ruby, and others) and want to broaden your knowledge and skills in building cross-platform, scalable applications, then this book is for you. What You Will Learn Understand the need for cross-language services and the basics of Apache Thrift. Learn how Apache Thrift works and what problems it solves. Determine when to use Apache Thrift instead of other methods (REST API), and when not to use it. Create and run an example application using Apache Thrift. Use Apache Thrift in your applications written in different languages supported by Apache Thrift (PHP, Python, Ruby, Java, and C++). Handle exceptions and deal with errors. Modify code in different languages. Use Apache Thrift in the production environments of big applications. In Detail With modern software systems being increasingly complex, providing a scalable communication architecture for applications in different languages is tedious. The Apache Thrift framework is the solution to this problem! It helps build efficient and easy-to-maintain services and offers a plethora of options matching your application type by supporting several popular programming languages, including C++, Java, Python, PHP, Ruby, Erlang, Perl, Haskell, C#, Cocoa, JavaScript, Node.js, Smalltalk, OCaml, and Delphi. This book will help you set aside the basics of service-oriented systems through your first Apache Thrift-powered app. Then, progressing to more complex examples, it will provide you with tips for running large-scale applications in production environments. You will learn how to assess when Apache Thrift is the best tool to be used. To start with, you will run a simple example application, learning the framework's structure along the way; you will quickly advance to more complex systems that will help you solve various real-life problems. Moreover, you will be able to add a communication layer to every application written in one of the popular programming languages, with support for various data types and error handling. Further, you will learn how pre-eminent companies use Apache Thrift in their popular applications. This book is a great starting point if you want to use one of the best tools available to develop cross-language applications in service-oriented architectures. Style and approach A stepwise guide to learning Apache Thrift, with ready-to-run examples explained comprehensively. Advanced topics supply the inspiration for further work.

MLOps Engineering at Scale

Carl Osipov
MLOps Engineering at Scale Book PDF

Author : Carl Osipov
Publisher : Simon and Schuster
Page : 497 pages
File Size : 53,5 Mb
Release : 2022-03-22
Category : Computers
ISBN : 9781638356509

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MLOps Engineering at Scale by Carl Osipov Pdf

Dodge costly and time-consuming infrastructure tasks, and rapidly bring your machine learning models to production with MLOps and pre-built serverless tools! In MLOps Engineering at Scale you will learn: Extracting, transforming, and loading datasets Querying datasets with SQL Understanding automatic differentiation in PyTorch Deploying model training pipelines as a service endpoint Monitoring and managing your pipeline’s life cycle Measuring performance improvements MLOps Engineering at Scale shows you how to put machine learning into production efficiently by using pre-built services from AWS and other cloud vendors. You’ll learn how to rapidly create flexible and scalable machine learning systems without laboring over time-consuming operational tasks or taking on the costly overhead of physical hardware. Following a real-world use case for calculating taxi fares, you will engineer an MLOps pipeline for a PyTorch model using AWS server-less capabilities. About the technology A production-ready machine learning system includes efficient data pipelines, integrated monitoring, and means to scale up and down based on demand. Using cloud-based services to implement ML infrastructure reduces development time and lowers hosting costs. Serverless MLOps eliminates the need to build and maintain custom infrastructure, so you can concentrate on your data, models, and algorithms. About the book MLOps Engineering at Scale teaches you how to implement efficient machine learning systems using pre-built services from AWS and other cloud vendors. This easy-to-follow book guides you step-by-step as you set up your serverless ML infrastructure, even if you’ve never used a cloud platform before. You’ll also explore tools like PyTorch Lightning, Optuna, and MLFlow that make it easy to build pipelines and scale your deep learning models in production. What's inside Reduce or eliminate ML infrastructure management Learn state-of-the-art MLOps tools like PyTorch Lightning and MLFlow Deploy training pipelines as a service endpoint Monitor and manage your pipeline’s life cycle Measure performance improvements About the reader Readers need to know Python, SQL, and the basics of machine learning. No cloud experience required. About the author Carl Osipov implemented his first neural net in 2000 and has worked on deep learning and machine learning at Google and IBM. Table of Contents PART 1 - MASTERING THE DATA SET 1 Introduction to serverless machine learning 2 Getting started with the data set 3 Exploring and preparing the data set 4 More exploratory data analysis and data preparation PART 2 - PYTORCH FOR SERVERLESS MACHINE LEARNING 5 Introducing PyTorch: Tensor basics 6 Core PyTorch: Autograd, optimizers, and utilities 7 Serverless machine learning at scale 8 Scaling out with distributed training PART 3 - SERVERLESS MACHINE LEARNING PIPELINE 9 Feature selection 10 Adopting PyTorch Lightning 11 Hyperparameter optimization 12 Machine learning pipeline