GEOG 594 Big Data Science and Analytics Platform (Fall 2019)The Center for Human Dynamics in the Mobile AgeSan Diego State University. |
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Instructor: Dr. Ming-Hsiang Tsou Office: Storm Hall 313C Email: mtsou@sdsu.edu TEL: 619-5940205 |
Office Hour: Tuesday/Thursday 3:30pm- 4:30pm |
Overview:
This course introduces state-of-the-art computational platforms, tools, and
skills for big data science and big data analytics with numerous real-world case
studies. The big data field provides
untapped potential for discovering and analyzing complex problems faced by
humankind, including business analytics, disease outbreaks, traffic patterns,
urban dynamics, and environmental changes.
This class will introduce big data platforms (Amazon EC2) and key
concepts (cloud computing, virtualization, information privacy, and crowd
sourcing). Students will learn to how to use Amazon EC2, Google Cloud Platform,
MongoDB, R, Gephi, ArcGIS Online, and
Tableau to conduct big data analytics. The
course will provide basic introduction to big database management related to
NoSQL databases, Hadoop and MongoDB. This course will have both the hands-on
training of analytics tools and computer skills, as well as the fundamental
concepts for big data science with critical thinking and problem solving.
Students will have the opportunity to create their own big data platform on
Amazon EC2 virtual servers, manage their own databases in MongoDB, and access
and collect big data from sources of their choosing (e.g. Twitter data and
business datasets).
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Prerequisites: One minimum
computer programming or introductory course (from GEOG 104, CS100, CS107, or
equivalent computer programming courses) and one fundamental statistics course
(from GEOG 385, STAT 250, or SOC 201 or equivalent statistic courses).
Equipment Required:
Each student should bring their own laptop computers
(preferred Windows OS) to the class for the web-based lab exercises and class
assignments.
Required Textbooks:
O'Neil, C., & Schutt, R. (2013). Doing
Data Science: Straight Talk from the Frontline.
O'Reilly Media, Inc.
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