Advanced Data Science Course
Pay little or no cash with subsidies
Trusted by 50,000+ learners
Online Classes
Via Zoom
21 Hours Total
Course Duration
Certification
Gain a professional certification
Beginner Friendly
No prior background needed
Learn Advanced Data Science with Vertical Institute
Why Choose Advanced Data Science in Singapore?
Data Science remains a top in-demand skill, and LinkedIn reported that Singapore has a pronounced skills gap in this area. Professionals with skills in data analysis, programming, and AI technologies are high sought after.
Source:EDB Business Talents
Who is This Course For
All Professionals
Whether you're early in your career or in a leadership role, this course helps you apply data skills across various industries. You’ll learn how to improve predictions, choose the right tools for the job, and make confident decisions based on data.
Aspiring Data Scientists
You’ll explore key areas like feature selection, natural language processing, ensemble models, and unsupervised learning. The hands-on projects break big topics into easy steps so you can understand how to apply them in real situations.
Entrepreneurs and Business Owners
Learn how to use data to guide strategy, identify patterns in customer behaviour, and stay ahead of industry trends. You’ll explore tools like clustering, recommender systems, and AI planning models to help your business grow smarter and faster.
Seniors and Lifelong Learners
Whether you're tracking personal health, managing investments, or contributing to local projects, this course helps you make sense of data. You’ll gain practical skills in reading patterns, analysing trends, and using modern tools in everyday life.
Skills You Will Learn
Course Fee & Government Subsidies
Pay less or 0 cash with government subsidies
Singapore Citizens
(40 years and above)
$1,650.00
$1,798.50
– $1,155.00
Singapore Citizens
(Below 40 years) and PR
$1,650.00
$1,798.50
– $825.00
UTAP Funding: In addition, NTUC members can utilize UTAP to offset 50% of remaining fees (capped at $500 per year).
Eligible Singaporeans can use their $500 SkillsFuture Credit top-up for this course (available until 31 Dec 2025).
Advanced Data Science Course Details
Key Learning Outcomes
Better Features, Better Results
Learn how to pick the right data and improve it so your models perform better and give more useful results.
Make Sense of Text with NLP
Find out how to work with text data from emails, documents, or websites. Learn simple ways to pull out patterns and meaning from messy language.
Stronger Models with Ensemble Learning
Understand how using more than one model at a time can boost accuracy. You’ll learn when to use this approach and how to make it work in real projects.
How We Make Learning Different
Beginner-Friendly
Expert-Led Learning
Hands-On Training
Out of Class Support
Lifetime Resource Access
Career Support
Community Benefits
Tap on our invite-only alumni events and workshops to learn with a community and expand your network! Our guest speakers are thought leaders in their fields who share practical tips to help you stay ahead of industry trends.
Earn a Certification in Advanced Data Science
Upon successful completion of this SSG-accredited bootcamp, you will be awareded a Advanced Data Science certification recognised by employers in Singapore. VI Alumni can use their course certification to demonstrate skills to employers and their network.
Advanced Data Science Course FAQs
Why should I learn Advanced Data Science if I already know the basics?
Advanced Data Science allows you to:
- Tackle complex challenges with techniques like feature engineering and ensemble methods.
- Apply cutting-edge tools like Natural Language Processing (NLP) for deeper insights.
- Lead data-driven strategies with AI governance and organisational alignment.
- It’s not just about skills—it’s about advancing your career to leadership roles in the field.
Are there course fee subsidies available?
Yes, you can get up to 70% funding support from SkillsFuture Singapore (SSG) for our accredited programs. After subsidy, you can use SkillsFuture Credits, Post-Secondary Education Account (PSEA), or NTUC UTAP funding for the remaining course fees. Eligible Singaporeans & PRs may receive funding support for our SSG-accredited training programs.
For details, visit: SkillsFuture funding for individuals
Can I use SkillsFuture Credits to pay for the remaining course fee after funding?
Yes. For self-sponsored Singaporeans aged 25 years old and above, you can use your SkillsFuture Credit to offset the remaining course fees after IBF funding.
To check your SkillsFuture credit balance, please follow these steps:
- Go to SkillsFuture’s MySkillsFuture portal
- Click on ‘Submit SkillsFuture Credit Claims’
- Login with your SingPass
- Click on the arrow (>) at the top right hand corner. You will be able to see a drop-down list of your Available SkillsFuture Credits.
After you have registered for a course, a VI representative will reach out to guide you with the SkillsFuture Credits
*Please note that our courses are not eligible for “Additional SkillsFuture Credit (Mid-Career Support)’. You will only be able to use available credits from ‘SkillsFuture Credit’ and ‘One-off SkillsFuture Credit Top-Up’.
Can I use my Post-Secondary Education Account (PSEA) to pay for the remaining course fee & funding?
Yes, Singaporeans aged 21-31 can utilize their PSEA to cover remaining fees after SSG funding and using SkillsFuture Credit.
To check your PSEA balance, call the 24-hour automated hotline at 6260 0777. After course registration, a VI representative will assist with the PSEA claim application.
For more details, visit: MOE’s Post-Secondary Education Account (PSEA)
Can I use SkillsFuture Credits (SFC) and Post-Secondary Education Account (PSEA) at the same time?
For illustration purposes only:
| (a) Full Course Fee with GST | $1798.50 |
| (b) Less IBF Subsidy (e.g. 50%) | $825 |
| (c) Course Fee Payable (after IBF Subsidy) | $973.50 |
| (d) SkillsFuture Credit | -$500 |
| (e) Total Balance Payable by Post-Secondary Education Account (PSEA) | $473.50 |
| (f) Total Balance Payable by Cash | $0 |
*Dependent on PSEA’s balance
Can NTUC Union members use UTAP to offset the remaining course fee after funding?
This claim must be done after completion of the course. Please refer to the UTAP FAQ for more information.
Can I use SkillsFuture Credits and UTAP at the same time?
For illustration purposes only:
| (a) Full Course Fee with GST | $1798.50 |
| (b) Less IBF Subsidy (e.g. 50%) | $825 |
| (c) Course Fee Payable (after IBF Subsidy) | $973.50 |
| (d) SkillsFuture Credit | -$500 |
| (e) NTUC Member pays | $473.50 |
| (f) NTUC Member claims 50% of (e) from UTAP | $236.75 |
Are there subsidies available for company-sponsored individuals?
Enhanced Training Support for SMEs
SMEs that meet all of the following eligibility criteria:
- Registered or incorporated in Singapore
- Employment size of not more than 200 or with annual sales turnover of not more than $100 million
SME-sponsored Trainees:
- Must be Singapore Citizens or Singapore Permanent Residents.
- Courses have to be fully paid for by the employer.
- Trainee is not a full-time national serviceman.
Singapore citizen aged 40 and above – Up to 70% of the course fees
Singapore citizen aged 40 and below including PRs – Up to 50% of the course fees
For details , please visit – SkillsFuture’s Enhanced Training Support for SMEs
What is Absentee Payroll (AP) funding?
Absentee Payroll (AP) funding is a grant to help employers defray the manpower costs incurred when you send your employees for training courses funded by SSG. For training outside working hours, AP funding is given to you to defray the overtime pay that was paid to your employees.
With effect from 1 Jan 2022, SSG will introduce a fixed Absentee Payroll (AP) rate at $4.50 per hour. There will also be a $100,000 cap on the maximum AP funding each organisation can claim each calendar year to ensure that the benefits are more evenly distributed across companies.
For details, visit –SkillsFuture funding for employers
Are there instalment plans available?
We offer interest-free instalment plans to ensure tech education is accessible to all Singaporeans and PRs. You may reach out to our admissions team for more information via:
Email: contact@verticalinstitute.com
Phone: 6950 7023
Are there any pre-requisites for this course?
Participants are required to have prior knowledge or experience in data science before attending this course. Otherwise, participants are recommended to complete the basic Data Science Course
Is there an advanced data science certificate granted at the end of the course?
Our programmes are well-regarded by top companies, who contribute to our curriculum and use our courses to train their own teams.
Why learn Python?
Python is one of the most popular and in-demand programming languages today. It’s easy to learn, widely used across industries, and offers great career value.
- Simple and beginner-friendly
- Used in data science, web development, and automation
- High demand from employers
- Competitive salaries for Python developers
- Strong global community for support and resources
Why are data science skills relevant today?
Data skills are essential in a digital economy where insights, not guesswork, drive decisions. Tech salaries in Singapore are expected to rise by up to 30% over the next two years (The Straits Times, 2022). Businesses require data-savvy professionals to remain competitive and make informed decisions.
The demand for data skills is high across various industries, including finance, technology, and healthcare. The course includes hands-on projects and an IBF-accredited certificate to boost your career.
What softwares do I need to download?
You will need to have your own personal laptop/PC to attend the course.
Your Instructional team will guide you step-by-step on the installation process before class begins.
What if I cannot attend a class?
Your attendance is only counted if you attend a makeup class.
Why are data science skills relevant today?
Businesses today understand the importance of data and are now placing immense emphasis on data science skills to drive innovation and make data-driven decisions.
Data science is one of the most coveted skills by employers across various industries such as finance and tech. The high demand and low supply of such skills also makes data science a highly lucrative career option.
Kickstart a career in Data Science with the beginner-friendly Data Science Bootcamp by Vertical Institute. The course allocates 3-4 instructional team members per class to ensure dedicated peer and mentor support for your Data Science journey. You will graduate with an IBF-accredited Data Science certification, as well as a polished, portfolio-ready project to showcase your new Python and machine learning skills.
Is this course suitable for working professionals or part-time learners?
- Learn at your own pace with online, beginner-friendly lessons.
- Flexible schedules that fit around your work commitments.
- Gain practical, hands-on experience without disrupting your career.
What career opportunities does this course open up?
- Senior Data Scientist
- Machine Learning Engineer
- AI Specialist
- Data Science Consultant
- Data Strategy Lead
What’s the difference between this course and a basic data science course?
This course dives deeper into:
- Advanced algorithms like ensemble methods and Boosting.
- Specialised applications such as NLP and recommendation systems.
- Strategic trends in AI and leadership in data analytics governance.
- It’s designed for those looking to refine their skills and take on senior roles.
What are Vertical Institute's Refund Policy and Withdrawal Policy?
Refund Policy: The initial $100 deposit and any course fees paid are strictly non-refundable. The only event in which we will refund your $100 deposit is if you are using SkillsFuture Credits to pay for the remaining course fees after funding support.
Withdrawal Policy: If you drop out of a course halfway / fail to meet the minimum attendance requirements / fail to submit and pass the assessment, IBF will not subsidise your course fees, and you will be liable for the full course fee amount. Vertical Institute reserves the right to claw back the funded amount from the trainee if he/she did not fulfil the eligibility criteria.
What is the Attendance requirement for Vertical Institute’s courses?
Are there any minimum requirements to enrol in the course?
- Be aged 21 and above
- Possess basic computer literacy (equivalent to Level 2)
- Hold a minimum of one of the following academic qualifications:
- GCE “N”, “O” or “A” Level
- NITEC
- Diploma or higher
- Have at least 2 years of working experience
- Demonstrate English language proficiency equivalent to or higher than any of the following:
- Pass in GCE “N” or “O” Level English
- WPLN Level 5
- IELTS 5.5
- TOEFL iBT score between 46–59
If you are unsure about your eligibility, feel free to reach out to our team for a quick assessment.
What are the Course Completion requirements for Vertical Institute’s courses?
Additionally, participants must complete course feedback surveys and meet any specific course requirements, such as those for WSQ qualifications.
Be the First to Join the Advanced Data Science Course
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Pre-Work
As a VI student, you will be given access to online learning materials in our e-learning portal.
To get you ready for learning, this essential pre-work will familiarise you with the basics of the key concepts and tools we will be using throughout the course.
Although you will learn these topics remotely before you arrive in class, you won’t be far away from the resources of the VI community. Make use of our Telegram channel to leverage connections with students, alumni, instructors and experts. At the end of your pre-work, you’ll be ready for the fast pace on campus!
After the course, you can choose to participate in follow-up sessions with your instructor, either in a group and/or individually, included as part of the course fee.
Module 1: Introduction to GAI
Tutorial:
- Intro to generative AI (GAI)
- Machine Learning
- Risks and limitation
Activity:
- Implementing decision trees
- Discussion of use cases
- Discussion of AI ethical dilemmas
Module 2: ChatGPT Beginner Techniques
Tutorial:
- Tour of ChatGPT
- Prompt engineering
- Task-based prompts
- Working with complex texts
- Prompt engineering tools
Activity:
- Text simplification
- Text summary
- Sentiment analysis
Module 3: ChatGPT Intermediate Techniques
Tutorial:
- One-shot, few-shot, Chain-of-thought prompting
- Working with structured text and data
- Working with templates
- Interactive applications
- Integrating AI
- Plagiarism Detection Tools used: ZeroGPT, Grammarly and more
Activity:
- Multi-shot prompting
- Structured text
Module 4: ChatGPT Advanced Techniques
Tutorial:
- Stepwise Methodology
- Advanced prompting techniques
- Chain of Thoughts
- Tree of Thoughts
- Graph of Thoughts
- Prompting as Programming
- Markdown language
- Reports or presentations creation using AI tools like Adobe Firefly
Activity:
- Generative reporting
- Synthetic data generation
- Advanced prompting practice
Module 5: ChatGPT Automation
Tutorial:
- Introducing ADA
- Advanced prompting techniques
- Markdown language
- OpenAI API Tools
- API key management
- Automation in video workflows for efficiency using Sora
Activity:
- Generative reporting
- Synthetic data generation
- Advanced prompting practice
Module 6: OpenAI API
Tutorial:
- Introducing APIs
- Tokens and Tokenisation
- OpenAI API
- OpenAI API Tools
- API key management
- Explore the use of Udio to create AI music content
Activity:
- Experiments with temperature
- Generating synthetic data
- Classifying an online review
Module 7: ChatGPT Security and Ethics
Tutorial:
- ChatGPT Security
- Ethical Issues
- Legal Issues
Activity:
- Discussion of ethical and legal issues
- Select capstone presentation and sharing
Written & Practical Assessment
Participants will be required to attend an assessment after the last lesson as part of the funding requirements.
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