Social Media Data Analytics

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课程主页: https://www.coursera.org/archive/social-media-data-analytics

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课程简介

Rutgers the State University of New Jersey

课程大纲

In this first unit of the course, several concepts related to social media data and data analytics are introduced. We start by first discussing two kinds of data - structured and unstructured. Then look at how structured data, the primary focus of this course, is analyzed and what one could gain by doing such analysis. Finally, we briefly cover some of the visualizations for exploring and presenting data. Make sure to go through the material for this unit in the sequence it's provided. First, watch the four short videos, then take the practice test, followed by the two quizzes. Finally, read the documents about installation and configuration of Python and R. This is very important - before proceeding to the next units, make sure you have installed necessary tools, and also learned how to install new packages/libraries for them.

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课程详情

Learner Outcomes: After taking this course, you will be able to: - Utilize various Application Programming Interface (API) services to collect data from different social media sources such as YouTube, Twitter, and Flickr. - Process the collected data - primarily structured - using methods involving correlation, regression, and classification to derive insights about the sources and people who generated that data. - Analyze unstructured data - primarily textual comments - for sentiments expressed in them. - Use different tools for collecting, analyzing, and exploring social media data for research and development purposes. Sample Learner Story: Data analyst wanting to leverage social media data. Isabella is a Data Analyst working as a consultant for a multinational corporation. She has experience working with Web analysis tools as well as marketing data. She wants to now expand into social media arena, trying to leverage the vast amounts of data available through various social media channels. Specifically, she wants to see how their clients, partners, and competitors view their products/services and talk about them. She hopes to build a new workflow of data analytics that incorporates traditional data processing using Web and marketing tools, as well as newer methods of using social media data. Sample Job Roles requiring these skills: - Social Media Analyst - Web Analyst - Data Analyst - Marketing and Public Relations Final Project Deliverable/ Artifact: The course will have a series of small assignments or mini-projects that involve data collection, analysis, and presentation involving various social media sources using the techniques learned in the class.

社交媒体数据分析:学习者成果:学完本课程后,您将能够: -利用各种应用程序编程接口(API)服务从不同的社交媒体源(例如YouTube,Twitter和Flickr)收集数据。 -使用涉及相关性,回归和分类的方法来处理收集到的数据(主要是结构化数据),以获取有关源和生成该数据的人员的见解。 -分析非结构化数据-主要是文本注释-以表达其中的情绪。 -使用不同的工具收集,分析和探索社交媒体数据,以进行研究和开发。 学习者故事样本:希望利用社交媒体数据的数据分析师。 Isabella是一名数据分析员,曾为一家跨国公司担任顾问。她具有使用Web分析工具和市场数据的经验。她现在想扩展到社交媒体领域,尝试利用通过各种社交媒体渠道获得的大量数据。具体来说,她想了解他们的客户,合作伙伴和竞争对手如何看待他们的产品/服务并进行讨论。她希望建立一个新的数据分析工作流程,以结合使用Web和市场营销工具进行的传统数据处理以及使用社交媒体数据的更新方法。 需要这些技能的样本职位角色: -社交媒体分析师 -网络分析师 -数据分析师 -营销与公共关系 最终项目可交付成果/项目:该课程将进行一系列小型作业或小型项目,其中涉及数据收集,分析和演示,其中涉及使用课堂上学到的技术的各种社交媒体资源。

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