Data Science course

Become a Data Scientist with Python and Machine Learning Skills

Are you lacking the skills employers are looking for? Enrol in our Data Science course to master Python, AI, and Machine Learning. Earn certification and secure your future in the competitive job market.

Pay little to no cash with government subsidies

PSEA-UTAP-50Percent Subsidy
🎉 50% Subsidy on AI Tools
Enrol and get 50% support for ChatGPT, Claude & more!*
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The structured learning has equipped me with skills in Python and Machine Learning. Excited to drive data-driven innovation at work!

Taufiq, Data Science Course Alumni

Learners

Chosen by 50,000+ learners

Course Rate Status
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$643.50 $1,650

Claimable with SFC, UTAP and PSEA

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Online / In-Person

Intakes Available

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21.5 Hours Total

7 Lessons + 1 Assessment

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50% Subsidy on AI Tools

Get 50% support for ChatGPT, Claude & more!

Course Overview

Learn Data Science & AI with Vertical Institute

The WSQ Data Science Bootcamp is a 7-module, hands-on programme teaching Python for data science, from language fundamentals through NumPy and Pandas, data visualisation and exploratory data analysis, to building and evaluating machine learning models (regression and classification) and automating hyperparameter tuning. Learners work in Jupyter Notebook throughout, applying each concept via live coding demonstrations and hands-on exercises.

Key Learning Outcomes

Upon completing this course, learners will be able to:

  • Build a strong Python foundation for data science: Learn the data science lifecycle and use Python fundamentals, data types, operators, and functions to solve analytical problems.
  • Write efficient Python code with confidence: Manipulate text data, use loops and conditional logic, and create reusable functions to automate repetitive tasks.
  • Prepare data using NumPy and Pandas: Work with arrays, perform statistical operations, and transform raw datasets into machine learning-ready data.
  • Visualise and explore data effectively: Build insightful charts with Matplotlib and Seaborn while applying advanced data-cleaning techniques for exploratory data analysis.
  • Build your first machine learning model: Apply linear regression, evaluate model performance, and improve predictions using feature scaling techniques.
  • Train classification models for real-world problems: Build and compare classification algorithms such as K-Nearest Neighbors, Logistic Regression, and Decision Trees to solve business challenges.
  • Optimise machine learning performance: Evaluate models using industry-standard techniques and automate hyperparameter tuning to build more accurate and reliable machine learning solutions.

Software and tools used

ChatGPT Google Labs Suno AI Gamma AI

who is this course for

Is Data Science & AI Course Right for Me?

This course is designed for adult learners, career switchers, and working professionals who want to build practical data science and machine learning skills using Python. It’s ideal for individuals looking for a SkillsFuture-supported pathway into data science careers, as well as professionals who want hands-on experience working with real datasets and industry-standard tools. Whether you’re starting your data science journey or expanding your technical skill set, you’ll gain practical experience through live coding sessions and hands-on exercises.

Corporate Training Community
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Want to break into data science but don't know where to begin?

Data science can feel intimidating when you're expected to learn programming, analytics, and machine learning all at once. This bootcamp provides a structured, hands-on learning journey that builds your skills step by step using Python and industry-standard libraries.

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Ready to go beyond spreadsheets and start building predictive models?

Modern businesses rely on machine learning to make smarter decisions. Learn how to clean data, analyse trends, build regression and classification models, and understand how machine learning works in real business scenarios.

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Looking for practical coding experience that employers value?

Watching tutorials isn't enough to develop technical confidence. Throughout the course, you'll code alongside instructors in Jupyter Notebook and apply your knowledge through practical exercises that prepare you for real-world data science projects.

Course Curriculum

What You’ll Learn in This Course

Covers the data science lifecycle, Python fundamentals, and setting up Jupyter Notebook, including arithmetic, relational and logical operations.

Covers string methods, text slicing, loops, conditional logic, and writing user-defined functions for control and logic flow.

Covers NumPy arrays and statistical modules, and essential Pandas operations to extract and manipulate data for machine learning.

Covers building visualisations with Matplotlib and Seaborn, and advanced data-cleaning techniques for exploratory data analysis.

Covers applying linear regression to predict continuous outcomes, and advanced standardisation and normalisation techniques for machine learning.

Covers classification algorithms — K-Nearest Neighbors, Logistic Regression and Decision Tree — to predict binary or multiclass outcomes.

Covers evaluating machine learning models using confusion matrices and ROC curves, and automating hyperparameter tuning using GridSearch and pipelines.

  • Assessment: 0.5-hour assessment following the final lesson. Exact format (written / practical / presentation split) was not detailed in the specific source materials reviewed for this folder; other Vertical Institute synchronous e-learning bootcamps of this format (e.g. WSQ GenAI Bootcamp) use a Written Assessment + self-paced Project + Project Presentation structure, which may apply here too — Curriculum Head to confirm against the course's Assessment Materials before publication.

Instructors

Learn From the Best in the Industry

Stan

Stan

Lead Data Scientist - Citi

Master’s in Computing National University of Singapore

Citi
Zane

Zane

Director, Generative AI (APAC) - Manulife

Masters in Knowledge Engineering, NUS BEng in Aerospace Engineering, NTU

Manu Life

Certification

Earn Your Data Science Course Certificates

VI Certification Badge

Accredited Certification from Vertical Institute and WSQ

VI Professional Certificate in Essential Workplace Skills VI Professional Certificate Statement of Attainment

You will receive a certificate from Vertical Institute upon successful completion of the course, together with a WSQ Statement of Attainment recognised by employers in Singapore. They can be used to demonstrate your skills to potential employers and expand your professional network.

Student Testimonials

What They Said About Vertical Institute

With the Data Science course, I was able to run the scripts on my own and understand them independently. It wasn’t just theoretical, it was theoretical as well as practical. I foresee being able to apply what I’ve learned in my day-to-day work and contribute to my career growth.
Featured on Berita Harian

4.9 /5

Average rating from students on Google Review, Switch Up and Course Report

Chosen by 50,000+ learners

Course Fee & Government Subsidies

Pay Little to No Cash with Government Subsidies

Pricing Table

SkillsFuture Credits, UTAP and PSEA Claimable

SkillsFuture Credits: All Singaporeans aged 25 years old and above can use their SkillsFuture Credits to fully offset the remaining fees.


UTAP Funding: In addition, NTUC members can utilise UTAP to offset up to 50% of remaining fees (capped at $500 per year).


PSEA: All Singaporeans aged 21 – 31 may use their Post-Secondary Education Account (PSEA) to offset remaining fees.

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50% Subsidy on AI Tools 🎉
Enrol and get 50% support for ChatGPT, Claude & more!*
*For NTUC members only. Subject to UTAP T&Cs and annual cap.
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Have questions? Read FAQs or Contact Us.

Upcoming Course Schedules

Choose a Schedule That Works for You

WSQ Data Science Bootcamp

WSQ Data Science Bootcamp

TGS-2023038631

Join the WSQ Data Science Bootcamp Today

Ready to Launch Your Data Science Journey?

Develop practical Python, data analysis, and machine learning skills through hands-on projects and live coding sessions. Join Vertical Institute’s WSQ Data Science Bootcamp and gain the confidence to solve real business problems with data.

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SkillsFuture began to help Singaporeans keep learning. Training providers turn that ambition into real workspace skills.

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Frequently Asked Questions

What is Data Science?

“Various manpower surveys have found particularly strong demand for data scientists, engineers and developers, with bumper salaries on offer to the right candidates.
– The Business Times, 19 Apr 2022

Data science refers to the multidisciplinary approach that helps companies to analyse raw data and make informed business decisions. The analysis of data is done by using tools such as algorithms, analytics, and machine learning models. The most common data science language is Python.

This discipline has become incredibly popular due to the abundance of benefits it offers. For instance, data science helps to transform problems into research, followed by coming up with practical solutions. Data-driven decisions can also significantly boost sales and give businesses an edge over its competitors.

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.

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 SSG funding.

To check your SkillsFuture credit balance, please follow these steps:

  1. Go to website
  2. Click on ‘Submit SkillsFuture Credit Claims’
  3. Login with your SingPass
  4. 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.

Can I use SkillsFuture Credits (SFC) and Post-Secondary Education Account (PSEA) at the same time?

Yes, you can utilise both at the same time. You can use your PSEA to offset the remaining balance after SFC has been applied.

For illustration purposes only:

(a) Full Course Fee with GST $1798.50
(b) Less SSG Subsidy (e.g. 50%) $825
(c) Course Fee Payable (after SSG 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?

Yes, all our courses are eligible for Union Training Assistance Programme (UTAP) Funding. NTUC Union members can use UTAP to offset 50% of unfunded course fees (capped at up to $500 per year).

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?

Yes, you can utilise both at the same time. UTAP can only be applied after SFC has been applied.

For illustration purposes only:

(a) Full Course Fee with GST $1798.50
(b) Less SSG Subsidy (e.g. 50%) $825
(c) Course Fee Payable (after SSG 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:

  1. Registered or incorporated in Singapore
  2. Employment size of not more than 200 or with annual sales turnover of not more than $100 million

SME-sponsored Trainees:

  1. Must be Singapore Citizens or Singapore Permanent Residents.
  2. Courses have to be fully paid for by the employer.
  3. Trainee is not a full-time national serviceman.

Singapore citizen aged 40 and above – Up to 70% of the course fees

Singapore citizen below 40 years old and PRs – Up to 50% of the course fees

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.

Is there a data science certificate granted at the end of the course?

Upon successful completion of the course, you will receive a Certificate of
Completion from Vertical Institute, along with a WSQ Statement of Attainment. Both
credentials are recognised by employers across Singapore and can be used to
showcase your skills to employers and your professional network.Our programmes are also well-regarded by leading organisations, many of which
contribute to our curriculum development and use our courses to train their own
teams. This helps ensure the skills taught remain relevant to current industry needs.

Why learn Python?

The below graph shows the popularity of various coding languages. Python is the most popular coding language today and highly demanded by employers.

1. Python is the fastest growing programming language.
2. Python is extremely versatile, with multiple uses.
3. Python is in high demand skill for jobs.
4. Python is easy to read, write and learn.
5. Python developers are paid competitively.
6. Python has an incredibly supportive community.

What softwares do I need to download?

You will need to install Anaconda to run Python programming.

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?

If you miss a lesson, you are allowed to attend a makeup class. This would be the corresponding class of another intake that same week, subject to availability. If you cannot make it for the makeup class, then you can simply watch the recorded lesson video.

Your attendance is only counted if you attend a makeup class.

Why are data science skills relevant today?

‘Singapore Tech Salaries May Soar Up to 30% in Two Years’ – The Straits Times, 2022

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.

What are Vertical Institute's Refund Policy and Withdrawal Policy?

Learner-Initiated Withdrawal

All withdrawal requests must be submitted in writing.

Withdrawal requests are subject to the following:

Timing of Withdrawal Refund Amount
> 14 days before course start 100% refund (excluding registration fee)
7 – 14 days before course start 50% refund (excluding registration fee)
< 7 days before course start No refund
After course commencement No refund

An administrative fee of $15 applies to all approved withdrawals or transfers.

Refunds (if any) are based on the full course fee, not the subsidised amount.

No-Show Policy

Learners who fail to attend the course without prior written notice will be treated as a no-show.

No-shows:

  • Are not eligible for any refund
  • Shall be liable for the full course fee or balance course fee

Course Transfer / Rescheduling

Learners may request to reschedule or transfer to another intake:

  • At least 14 days before course commencement
  • Subject to approval and availability

A maximum of three (3) reschedule requests is allowed per course.

Rescheduling fees:

  • First reschedule: Waived
  • Second and subsequent reschedules: 5% of the full course fee per request (non-waivable)

An administrative fee of $15 applies to all approved transfers.

No rescheduling or transfer is allowed after course commencement.

Are there any minimum requirements to enrol in the course?

This program is suitable for beginners with no pre-requisites. But, applicants must meet the following entry requirements:

  • 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 is the Attendance requirement for Vertical Institute’s courses?

To meet SkillsFuture Singapore (SSG) attendance requirements, you must attend at least 75% of the course. This is equivalent to completing at least 6 out of 7 lessons in Vertical Institute’s courses.

What are the Course Completion requirements for Vertical Institute's courses?

To meet SkillsFuture Singapore (SSG) course completion requirements, you must achieve at least 75% attendance and receive a ‘Competent’ grade in all required assessments/examinations, or submit any capstone project work (if any) stated in the course requirements.

Additionally, participants must complete course feedback surveys and meet any specific course requirements, such as those for WSQ qualifications.

Can I reschedule my course intake?

Yes, you may reschedule your intake up to four times. The first and second reschedules are free, the third reschedule costs $50, and the fourth reschedule costs $100. A fifth reschedule is not allowed. Any applicable rescheduling fee must be paid before the new intake is confirmed.

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