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所在平台: Coursera专项课程 课程类别: 计算机科学 大学或机构: CourseraNew |
课程主页: https://www.coursera.org/specializations/advanced-machine-learning-tensorflow-gcp
课程评论：没有评论
课程名称：在Google Cloud Platform上使用TensorFlow进行高级机器学习专业化 课程概述： 该专业化课程共有5门课程，重点围绕在Google Cloud Platform上进行的高级机器学习主题展开。学员将在实践实验室中获得优化、部署和扩展多种类型生产机器学习模型的实践经验。该专业化课程的内容从“GCP上的机器学习”课程的知识延续而来，旨在教会学员如何构建可扩展、准确且适合生产的模型，涵盖结构化数据、图像数据、时间序列和自然语言文本。课程最后一部分将介绍构建推荐系统。先前课程中介绍的概念将在后续课程中得到应用，因此建议按照顺序学习。 课程安排： 1. 生产机器学习系统（Production Machine Learning Systems） - 由Google Cloud提供，深入探讨高效能机器学习系统在生产中的构建要素及最佳实践。 2. Google Cloud上的计算机视觉基础（Computer Vision Fundamentals with Google Cloud） - 由Google Cloud提供，描述不同类型的计算机视觉应用案例，并强调不同的机器学习技术。 3. Google Cloud上的自然语言处理（Natural Language Processing on Google Cloud） - 由Google Cloud提供，介绍解决自然语言处理问题的产品和解决方案，探讨相关技术。 4. Google Cloud上的推荐系统（Recommendation Systems on Google Cloud） - 由Google Cloud提供，学员将应用分类模型和嵌入知识建立机器学习管道，完成推荐系统的构建。 欲了解更多信息，请访问课程链接：[Coursera课程链接](https://www.coursera.org/learn/gcp-production-ml-systems)
Course Link: https://www.coursera.org/learn/gcp-production-ml-systems
Name:Production Machine Learning Systems
Description:Offered by Google Cloud. In this course, we dive into the components and best practices of building high-performing ML systems in production ... Enroll for free.
Course Link: https://www.coursera.org/learn/image-understanding-tensorflow-gcp
Name:Computer Vision Fundamentals with Google Cloud
Description:Offered by Google Cloud. This course describes different types of computer vision use cases and then highlights different machine learning ... Enroll for free.
Course Link: https://www.coursera.org/learn/sequence-models-tensorflow-gcp
Name:Natural Language Processing on Google Cloud
Description:Offered by Google Cloud. This course introduces the products and solutions to solve NLP problems on Google Cloud. Additionally, it explores ... Enroll for free.
Course Link: https://www.coursera.org/learn/recommendation-models-gcp
Name:Recommendation Systems on Google Cloud
Description:Offered by Google Cloud. In this course, you apply your knowledge of classification models and embeddings to build a ML pipeline that ... Enroll for free.
This 5-course specialization focuses on advanced machine learning topics using Google Cloud Platform where you will get hands-on experience optimizing, deploying, and scaling production ML models of various types in hands-on labs. This specialization picks up where “Machine Learning on GCP” left off and teaches you how to build scalable, accurate, and production-ready models for structured data, image data, time-series, and natural language text. It ends with a course on building recommendation systems. Topics introduced in earlier courses are referenced in later courses, so it is recommended that you take the courses in exactly this order.
使用TensorFlow在Google Cloud Platform上进行高级机器学习专业化：该课程共5门课程，重点介绍使用Google Cloud Platform的高级机器学习主题，您将在实践中获得优化，部署和扩展各种类型的生产ML模型的实践经验。实验室。该专业知识从“ GCP上的机器学习”上次中断的地方开始，并教您如何为结构化数据，图像数据，时间序列和自然语言文本建立可扩展，准确且可用于生产的模型。它以建立推荐系统的课程结尾。较早课程中介绍的主题将在较后课程中引用，因此建议您完全按照此顺序学习课程。
