Data Science at Scale Specialization

开始时间: 12/21/2023 持续时间: Approximately 5 months to complete Suggested pace of 2 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/data-science

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课程详情

Learn scalable data management, evaluate big data technologies, and design effective visualizations. This Specialization covers intermediate topics in data science. You will gain hands-on experience with scalable SQL and NoSQL data management solutions, data mining algorithms, and practical statistical and machine learning concepts. You will also learn to visualize data and communicate results, and you’ll explore legal and ethical issues that arise in working with big data. In the final Capstone Project, developed in partnership with the digital internship platform Coursolve, you’ll apply your new skills to a real-world data science project.

大规模专业化的数据科学:学习可扩展的数据管理,评估大数据技术以及设计有效的可视化。 本专业涵盖数据科学的中间主题。您将获得有关可伸缩SQL和NoSQL数据管理解决方案,数据挖掘算法以及实用的统计和机器学习概念的动手经验。您还将学习如何可视化数据并交流结果,并探讨在处理大数据时出现的法律和道德问题。在与数字实习平台Coursolve合作开发的最终Capstone项目中,您将把新技能应用到现实世界的数据科学项目中。

课程大纲

Course Link: https://www.coursera.org/learn/data-manipulation

Name:Data Manipulation at Scale: Systems and Algorithms

Description:Offered by University of Washington. Data analysis has replaced data acquisition as the bottleneck to evidence-based decision making --- we ... Enroll for free.

Course Link: https://www.coursera.org/learn/predictive-analytics

Name:Practical Predictive Analytics: Models and Methods

Description:Offered by University of Washington. Statistical experiment design and analytics are at the heart of data science. In this course you will ... Enroll for free.

Course Link: https://www.coursera.org/learn/data-results

Name:Communicating Data Science Results

Description:Offered by University of Washington. Important note: The second assignment in this course covers the topic of Graph Analysis in the Cloud, ... Enroll for free.

Course Link: https://www.coursera.org/learn/datasci-capstone

Name:Data Science at Scale - Capstone Project

Description:Offered by University of Washington. In the capstone, students will engage on a real world project requiring them to apply skills from the ... Enroll for free.

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课程简介

华盛顿大学的大规模数据科学专项课程系列(Data Science at Scale ),这个系列包括3门子课程和1个毕业项目课程,包括大规模数据系统和算法,数据分析模型与方法,数据科学结果分析等,感兴趣的同学可以关注: Tackle Real Data Challenges-Master computational, statistical, and informational data science in three courses.

课程标签

数据科学 大规模数据科学 数据科学专项课程 大规模数据科学专项课程 数据科学课程

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