Loading...

Course Description

This course builds on the previous Basic Methods course and covers more advanced concepts including classification and clustering algorithms, decision trees, linear and logistic regression, time series analysis, and text analytics. The course will provide applied knowledge on how to analyze large scale network data produced through social media. In this context topics include network community detection, techniques for link analysis, information propagation on the web and information analysis of social media.

What Will You Learn?

This course provides skills in the application of knowledge transfer, advanced critical thinking, research application, and report writing.

Learn how to:

  • Manage advanced data cleansing to prepare the data for analysis.
  • Perform statistical comparisons by hypothesis testing.
  • Explore how to practically analyze large scale network data with the use of models for network structure and evolution.
  • Optimize the structures and dynamics of self-organizing networks such as the Web.
  • Differentiate between parametric and non-parametric statistical testing.
  • Recognize feature selection techniques for use in modeling.
  • Contextualize and leverage small world phenomena.
  • Know how to build statistical learning models for clustering, classification, and regression to represent domains under study using R and Python.
  • Identify available problem-solving approaches and methods.
  • Develop an overall understanding of experimental design in data science projects.
  • Recognize the dimensionality reduction techniques for big datasets.

Notes

Classroom sessions for this course are held in a computer lab and attendance is required to be successful in the course.

Open lab hours are also available outside of class time to complete the mandatory labs and assignments.

Course materials, video lectures and discussions are delivered and facilitated online within the D2L Learning Management System.

Throughout the semester, student questions related to course content may be answered either by the instructor on discussion board or by an online tutor via email. For more information, please email Anne-Marie Brinsmead, Program Director, at a2brinsm@ryerson.ca

Request Department Consent

Requisites

Department Consent Required
Loading...

Course Sections

Class Number
5890
Type
LEC
Days
T, Th
Time
1:00PM to 4:00PM
Dates
Nov 05, 2019 to Dec 17, 2019
Schedule
Contact Hours
3.0
Location
  • Downtown
Delivery Options
Classroom/Online  
Compulsory Fees
Domestic Fee non-credit $1,017.01 Click here to get more information
International Fee non-credit $0.00 Click here to get more information
Class Number
5604
Type
LEC
Days
Sa
Time
9:30AM to 12:30PM
Dates
Jan 11, 2020 to Apr 11, 2020
Schedule
Contact Hours
42.0
Location
  • Downtown
Delivery Options
Classroom/Online  
Compulsory Fees
Domestic Fee non-credit $1,017.01 Click here to get more information
International Fee non-credit $0.00 Click here to get more information
Class Number
5601
Type
LEC
Days
T
Time
6:30PM to 9:30PM
Dates
Jan 14, 2020 to Apr 14, 2020
Schedule
Contact Hours
39.0
Location
  • Downtown
Delivery Options
Classroom/Online  
Compulsory Fees
Domestic Fee non-credit $1,017.01 Click here to get more information
International Fee non-credit $0.00 Click here to get more information
Class Number
5603
Type
LEC
Days
Th
Time
6:30PM to 9:30PM
Dates
Jan 16, 2020 to Apr 16, 2020
Schedule
Contact Hours
39.0
Location
  • Downtown
Delivery Options
Classroom/Online  
Compulsory Fees
Domestic Fee non-credit $1,017.01 Click here to get more information
International Fee non-credit $0.00 Click here to get more information
Class Number
1947
Type
LEC
Days
Th, T
Time
9:30AM to 12:30PM
Dates
Mar 05, 2020 to Apr 16, 2020
Schedule
Contact Hours
3.0
Location
  • Downtown
Delivery Options
Classroom/Online  
Compulsory Fees
Domestic Fee non-credit $1,017.01 Click here to get more information
International Fee non-credit $0.00 Click here to get more information
Class Number
1605
Type
LEC
Days
W
Time
6:30PM to 9:30PM
Dates
May 06, 2020 to Aug 05, 2020
Schedule
Contact Hours
39.0
Location
  • Downtown
Delivery Options
Classroom/Online  
Compulsory Fees
Domestic Fee non-credit $1,017.01 Click here to get more information
International Fee non-credit $0.00 Click here to get more information
Class Number
1606
Type
LEC
Days
W
Time
9:30AM to 12:30PM
Dates
May 06, 2020 to Aug 05, 2020
Schedule
Contact Hours
39.0
Location
  • Downtown
Delivery Options
Classroom/Online  
Compulsory Fees
Domestic Fee non-credit $1,017.01 Click here to get more information
International Fee non-credit $0.00 Click here to get more information
Class Number
1607
Type
LEC
Days
Th
Time
6:30PM to 9:30PM
Dates
May 07, 2020 to Jul 30, 2020
Schedule
Contact Hours
39.0
Location
  • Downtown
Delivery Options
Classroom/Online  
Compulsory Fees
Domestic Fee non-credit $1,017.01 Click here to get more information
International Fee non-credit $0.00 Click here to get more information