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CUHK

SEEM2460 Introduction To Data Science

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Course Reviews on SEEM2460 Introduction To Data Science

Shared by Anonymous

2018-08-25

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Course Description
Interesting content
Assessment
Report, mid term, hw and final.
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Shared by Anonymous

2018-08-25

Professor: MENG, Helen Mei-Ling


Course Description
This course presents an introductory roadmap into the newly emerged and rapidly evolving field of data science, with the objective of introducing the problem-solving mindset in a data-intensive context.

The course projects data science as a productive synthesis of its parent disciplines, including mathematics, statistics, computing, data mining, system science and data visualization, etc. Such a productive synthesis is applicable across many fields to bring about scientific discovery through data-intensive, analytical methods. This course aims to help navigate students in taking more advanced courses in its parent disciplines to build up their expertise in data science. We cover topics including:

History and impact of Data Science.

Collecting Data: sources, types and categorization of data.

Visualising Data: summary statistics, data display, data dictionaries, schema and graphical visualization.

Analysing Data: pattern recognition, correlations and relationships, hypotheses testing, statistical significance.

Investigating Data: data mining, machine learning, inference, meta-data, modeling, eliciting meaning and validation.

Applicational contexts: Examples of useful applications from case studies.
Assessment
Assignments

Final project
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