Data Analytics for IT Professionals

Data Analytics for IT Professionals

This course is eligible for SkillsFuture Singapore (SSG) funding.
Course Reference No: TGS-2021004263 (Classroom Learning), TGS-2020506013 (Synchronous e-Learning)

Course Objectives

Data analytics will help organizations gain greater insights into their businesses to make better-informed decisions and take actions. Managers have to lead their organizations by setting the direction and the strategies on how data analytics can be applied in the various parts of the organization to harness value from the data. This course is designed for IT professionals to better understand data analytics and how to support and manage the technology and data.

This course aims to provide participants with a foundation in:

 

At the end of the course, participants will be able to:

Outline

Day 1 Day 2
  • Big Data and Data Analytics
  • Tools and Technology
  • Data Analytics Process
  • Introduction to Machine Learning – Supervised and Unsupervised Learning
  • Overview – All about Data
    • Data concepts
    • Statistics Primer
  • Analytics Project Life Cycle (CRISP-DM)
    • What is going with the data in each data analytics phase?
    • Model Development, Deployment, Scoring and Refresh
  • Hands-on Exercise Lab using Orange
  • Supervised Learning Models
    • Data Cleaning Concepts/Techniques
    • Exploratory Data Analysis
    • Data Preparation
    • Linear Regression
    • Model Evaluation R2
  • Hands-on Exercise Lab using Orange
    • Logistic Regression,
    • Decision Tree, Random Forest
    • Model Evaluation
    • Confusion Matrix, ROC, AUC
  • Visualisation
    • Visualisation Concepts and Principles
    • Selecting the Visualisations
  • Hands-on Exercise Lab using Tableau
    • Creating Visuals and Dashboards
  • Unsupervised Learning Models
  • Clustering Using K-means
    • Concepts and Method
    • Application
  • Hands-on Exercise Lab Using Orange
  • NLP – Text Analytics
    • Concepts and Method
    • Application
      • Text Pre-processing
      • Visualisation
      • Stop Words
      • Clustering
      • Text Classification
  • Hands-on Exercise Lab Using Orange

 

Assessments may comprise of mini-projects, presentations, workshop assignments or quizzes, etc.

 

Software Tools

Pre-Requisites

Who Should Attend

Mode of Training

Orange and Tableau

Knowledge of data management and fundamental statistics

Data and IT Professionals

On-campus or Online (Live)

Course Date / Duration / Venue

Dates: To be scheduled
Duration: 2 Days, 9.00am to 5.00pm
Venue:

Blk S16, 6 Science Drive 2, Level 2, Active Learning Room, Singapore 117546 / Online

Course Calendar: PDF

 

*Please note that registration will be closed 2 weeks before the course start date, or when the registration has reached maximum capacity, whichever earlier.

*The mode of delivery is subject to change.

 

Course Fees

Course fee Breakdown

International
Participant

Singapore Citizen
39 years old or younger

Singapore Citizen
40 years or older eligible for MCES

Singapore PRs

Enhanced Training
Support for SMEs

Total Nett Programme Fee

after 9% GST + additional funding from the various funding schemes

S$2,071.00

S$621.30

S$241.30

S$621.30

S$241.30

Instructor Profiles

DR BENJAMIN LEE MS CHUA BEE LUAN

 

Course Registration

You can register for the available short courses via NUS Online Application Portal.

Self-registration guide for Short Courses & Professional Certificates

 

Contact Us

For all Short Courses and Professional Certificates related, please email us at fos.shortcourses@nus.edu.sg.

 

FAQs

Course Registration

  1. When does the registration close?

Registration will close two weeks before commencement date or when the class is full, whichever earlier. If you wish to register after the registration closes, please email us and we may review on a case-by-case basis.

  1. How do I know if my registration has been submitted successfully?

An acknowledgement email will be sent to you.

  1. I received the acknowledgement email. Does that mean that my place in the class is confirmed?

No. The acknowledgment email is to inform you that the registration is submitted successfully. Your registration is still required to be processed by the short course coordinator internally. Should you have any queries pertaining to your registration, or have any changes to be made, please email us.

  1. Can I withdraw my application?

 

Course Funding

  1. What funding(s) is available for the courses?

Please refer to the ‘Course Fees’ section in the course brochure.

  1. I am corporate/self-sponsored. Am I eligible for SSG Funding?

Yes. All Singapore Citizen/SPR attending SSG funded courses will be eligible for SSG Funding, provided you have not taken the same course before.

In addition, you must meet the two criteria:

  1. How do I apply for SSG Funding?

The course fees will automatically be tabulated with the relevant SSG funding based on your eligibility. No action is required from the participant/company except to ensure that the participant meets the two criteria stated above.

  1. I am self-sponsored. Can I use my SkillsFuture Credits to pay for the course fees?

Yes. Once an offer of placement has been granted for your application, you will have to accept the offer via NUS Online Application Portal and make the payment via your SkillsFuture credits. Payment is not required upfront during registration.

Payment

  1. What are the modes of payment?
  1. When can I make the payment?

Once your registration has been processed and an offer of placement has been granted to you, you will receive an automated email for you to accept the offer on NUS Online Application Portal.

Once you have accepted the offer, you will be directed to the payment page. 

 

Assessment

  1. Is there an assessment component for the course?

Yes. The mode of assessment is up to the CET instructor’s discretion. It may be a reflection paper, quiz, presentation, or based on classroom activities. You will be required to achieve a ‘Competent’ grade for the assessment(s).

  1. What happens if I did not achieve a ‘Competent’ grade in my assessment?

You will be notified by the short course coordinator if you did not achieve “Competent” for the short course. You may be offered for a deferment for the next available class.

 

E-Certificate

  1. Will I receive a certificate for the course?

An e-certificate will be issued upon successful completion within 20 working days.

  1. Can I request a specific name to be on the e-certificate?

The name on the e-certificate will be issued according to the full name as per registration.