Advanced Machine Learning with TensorFlow on Google Cloud Platform Specialization

开始时间: 12/21/2023 持续时间: Approximately 3 months to complete Suggested pace of 5 hours/week

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

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课程详情

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。

课程大纲

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.

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课程简介

谷歌云平台上基于TensorFlow的高级机器学习专项课程(Advanced Machine Learning with TensorFlow on Google Cloud Platform Specialization),该系列包含5门子课程,涵盖端到端机器学习、生产环境机器学习系统、图像理解、面向时间序列和自然语言处理的序列模型、推荐系统等内容,感兴趣的同学可以关注:Learn Advanced Machine Learning with Google Cloud. Build production-ready machine learning models with TensorFlow on Google Cloud Platform.

课程标签

Google 机器学习 Google机器学习 机器学习模型 高级机器学习 端到端机器学习 图像理解 机器学习系统 时间序列 自然语言处理 序列模型 推荐系统 Tensorflow 深度学习

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