Mathematics for Data Analytics

Offered by School of Interdisciplinary Studies

Online Course / 16 hours / TGS-2021003748

Note: This is an asynchronous online course
Course Information
Learning Outcomes
Course Schedule
Lesson Plan
Certification
Entry Requirements
Course Fees

Course Information

This asynchronous self-paced short course covers the foundational knowledge of mathematics concepts such as statistics and linear algebra required to prepare you for the further pursuit of data analytics. Topics include plots, functions and graphs, matrices and vectors, statistics, probability, sampling and hypothesis.

This is a fully online module administered by the School of Interdisciplinary Studies, Ngee Ann Polytechnic.

Learning Outcomes

  • Understand the fundamental mathematical concepts that is applied in data analytics
  • Apply basic computational techniques to manipulate functions, linear algebra (matrices and vectors) and obtain statistical measures for descriptive and inferences purposes.
  • Make primary sampling decisions and hypothesis testing inferences.

Course 
Schedule

Upcoming Run 1

Course Date: 12 – 18 Jul 2022
Application Period: TBC
Duration: 16 hours
Time: TBC
Delivery Mode: Asynchronous e-Learning
Venue: Online

Upcoming Run 2

Course Date: 18 – 25 Jul 2022
Application Period: TBC
Duration: 16 hours
Time: TBC
Delivery Mode: Asynchronous e-Learning
Venue: Online

This course is an asynchronous online Course (self-paced).

Ngee Ann Polytechnic reserves the right to reschedule / cancel any programme, modify the fees and amend information without prior notice.

Lesson Plan

Lesson Plan

Plots (2 hours)

  • Interpretation of common plots in data analysis such as bar graphs, line graphs, pie charts, scatter plots, histograms, cumulative frequency diagrams and box-and-whisker plot

Functions and Graphs (2 hours)

  • Linear
  • Polynomial (Quadratic)
  • Exponential 
  • Logarithmic
  • Applications of function types in machine learning

Matrices and Vectors (2 hours)

  • Interpreting vectors and matrices
  • Basic manipulation of vectors and matrices
  • Applications of vectors and matrices in data analysis

Statistics (2 hours)

  • Descriptive versus inferential
  • Measures of central tendency (mean, median, mode)
  • Measures of statistics such as mean of grouped data, quartiles & percentiles, range, standard deviation, variances, correlation and covariances

Probability (4 hours)

  • Measure of chance
  • In a single event
  • Simple combined events
  • Addition and multiplication of probabilities
  • Permutations and combinations
  • Conditional probabilities
  • Binomial distribution
  • Normal distribution

Sampling (2 hours)

  • Concepts of population, simple random sample
  • Sample mean, variance
  • Sample means from normal population
  • Central limit theorem
  • Calculation and use of unbiased estimates of population mean and variance

Hypothesis Testing (2 hours)

  • Concepts of null hypothesis and alternative hypothesis
  • Critical value, level of significance
  • p-value
  • 1-tail and 2-tail tests
  • Interpretation of hypothesis test in context of problem

Certification

Online Assessments. Certificate of Performance or Participation will be awarded


Entry Requirements

Applicants with any of the following qualifications are invited to apply for the course:

Applicants should have basic numeracy skills with at least 10 years of mathematics education.

Course Fees

Funding period for this course is from 7 Apr 2021 to 30 Sep 2024.

SkillsFuture Credit
All Singaporeans aged 25 and above can use their $500 SkillsFuture Credit from the government to pay for a wide range of approved skills-related courses. Visit the SkillsFuture Credit website (www.skillsfuture.sg/credit) to choose from the courses available on the Training Exchange course directory.

Enhanced training support for SMEs
For enhanced training support for SMEs, enter SME in the promo code during course application.

Long Term Visit Pass Plus (LTVP+) Holders
Please furnish the following documents to the course administrator to qualify for SSG funding:
Self-sponsored learner (**LTVP+): Copy of your green visit pass card, with the word ‘PLUS’ on the back of the card.
Co-sponsored learner (##LTVP+): Copy of valid and current Letter of Consent (LOC) from MOM

Ngee Ann Polytechnic reserves the right to reschedule/cancel any programme, modify the fees and amend information without prior notice.

(Course fee is payable upon acceptance. It is inclusive of 7% GST and subject to review.)

Applicants / Eligibility Fees
Full course fees$963.00
Singaporeans aged below 40, Permanent Residents & **LTVP+ qualified for SkillsFuture Funding$288.90
Singaporeans aged 40 & above qualified for SkillsFuture Mid-Career Enhanced Subsidy$108.90
Singaporeans, Permanent Residents & ##LTVP+ qualified for Enhanced Training Support for SMEs$108.90
Others (and Repeat Students)$963.00