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所在平台: Udemy |
课程主页: https://www.udemy.com/course/building-deploying-and-scaling-llm-powered-applications/
课程评论：没有评论
课程名称：构建、部署和扩展基于大型语言模型的应用程序 课程概述：准备深入机器学习工程领域，构建强大的软件应用程序吗？我们的机器学习工程课程旨在为您提供技能和知识，使您能够充分利用Langchain，集成OpenAI API，在AWS弹性容器服务上部署应用程序，并通过负载均衡器和自动扩展组高效管理扩展。在这个实践课程中，您将从零开始创建强大的机器学习应用程序。我们将首先掌握Langchain这一前沿语言模型，演示如何在运行时将OpenAI API密钥无缝注入预测管道。您将熟练掌握设计和开发能够理解、处理和生成类人文本的机器学习应用程序。 随着课程的深入，我们将探讨水平扩展和垂直扩展的基本概念，帮助您清晰理解何时以及如何实施每种策略。随后，您将学习如何通过在AWS上部署应用程序负载均衡器和自动扩展组轻松扩展您的机器学习应用程序，以确保高可用性和容错性。 课程结束时，您将精通构建以机器学习驱动的软件应用程序、在AWS上部署它们并根据用户需求进行扩展。加入我们，踏上这个激动人心的机器学习工程之旅，成为这一快速发展的领域中的技术实践者。
Are you ready to dive deep into the world of Machine Learning Engineering and build powerful software applications? Our Machine Learning Engineering course is designed to equip you with the skills and knowledge to harness the full potential of Langchain, integrate the OpenAI API, deploy applications on AWS Elastic Container Service, and efficiently manage scaling using Load Balancers and Auto Scaling Groups.In this hands-on course, you'll learn how to create robust ML applications from the ground up. We'll start by mastering Langchain, a cutting-edge language model, and demonstrate how to seamlessly inject your OpenAI API key into the prediction pipeline at runtime. You'll gain proficiency in designing and developing ML applications that can understand, process, and generate human-like text.As you progress, we'll explore the fundamental concepts of Horizontal Scaling and Vertical Scaling, providing a clear understanding of when and how to implement each strategy. You'll then discover how to scale your ML application with ease by deploying Application Load Balancers and Auto Scaling Groups on AWS, ensuring high availability and fault tolerance.By the end of this course, you'll be well-versed in building ML-driven software applications, deploying them on AWS, and scaling them to meet the demands of your users. Join us on this exciting journey into the world of Machine Learning Engineering and become a skilled practitioner in this rapidly evolving field.
