What is the AI Nanodegree?

The AI Nanodegree is a stacked programme combining AI100 (Python), AI200 (Machine Learning), and AI300 (ML Deployment) into one seamless career pathway. You'll build a complete portfolio and gain the skills needed for data science and ML engineering roles.

How much subsidy can I get for AI200?

Eligible Singaporeans and PRs can get up to 70% SSG subsidy. Singaporeans aged 40+ pay $936 after subsidy. Singaporeans below 40 and PRs pay $1,416. Stack SkillsFuture Credits, PSEA, and UTAP to reduce fees further.

Can I take AI200 part-time?

Yes. AI200 offers flexible schedules with full-day and part-time options. All sessions are recorded for catch-up. You can choose online or in-person classes whilst working full-time.

What tools and libraries will I learn?

You'll master Pandas (data transformation), Matplotlib & Seaborn (visualisation), Scikit-learn (ML models), and industry-standard techniques for regression, classification, clustering, ensemble learning, and recommender systems.

AI Nanodegree

Master Applied Machine Learning with Python

Go from Python coder to AI builder. This hands-on course teaches you to build and train real-world machine learning models to solve complex problems.

Apply NowSee Upcoming Schedule

Train Your TeamGet A Quote

Beginner-friendlyZero-Coding Skills Needed

20,000+Skilled Professionals

Industry PractitionersNot just theorists

Up to 70% OffWith SSG, SFC, PSEA & UTAP

3,000+5-star reviews

Skills That Pay Off

Build Models, Solve Problems

Master Applied Machine Learning

Go from theory to practice. Learn to build, train, and evaluate machine learning models to solve real-world business problems.

Build a Portfolio of ML Projects

You'll work on a variety of hands-on projects, from predicting customer churn to building a recommendation engine.

Stand Out for the Roles That Matter

Machine learning skills are among the most sought-after in the industry. This course gives you the practical experience and portfolio to stand out when applying for ML engineering, AI, and data science roles.

Build a Portfolio That Speaks for Itself

Complete a real-world capstone project you can show to employers. It's the difference between saying you know machine learning and proving it.

54%of employers consider AI fluency a key hiring qualification

3 in 4workers in Singapore now use AI tools at work

85%of AI users report gains in productivity & work quality

2 in 3AI-adopting firms are redesigning jobs to integrate AI

Source: IMDA Digital Economy Report 2025

Is This Course For You?

The Python Coder

You have a foundation in Python (like from our AI100 course) and are ready to take the next step into the exciting world of artificial intelligence and machine learning.

The Data Professional

You work as a data or business analyst and want to level up your skills. Learn to build predictive models to uncover deeper insights and drive business decisions.

The Aspiring ML Engineer

You want to transition into a data science or machine learning role. This course provides the project-based experience and portfolio piece you need to get noticed.

The STEM Graduate

You have a strong foundation in maths or science and want to apply it. This course shows you how to turn that analytical mindset into working machine learning models.

Skills You'll Gain

Supervised Learning

Unsupervised Learning

Ensemble Learning

Feature Engineering

Regression Models

Classification Models

Clustering Algorithms

Recommender Systems

Data Wrangling

Advanced Visualisation

Real People. Real Skills. Real Change.

These aren't polished case studies — they're honest accounts from working professionals who decided to learn something new and discovered what they were capable of.

Explore Learners Projects

What You Will Actually Build

AI200 is the essential next step in your AI journey. Designed for learners comfortable with Python, this course dives straight into the practical application of machine learning. Over 8 lessons, you will learn to process, visualise, and model data using cutting-edge techniques.

Course Modules

The course culminates in a capstone project, where you will build a complete machine learning solution to a real-world problem, solidifying your skills and providing a valuable asset for your professional portfolio.

Data Foundations

Master the art of data transformation, exploratory data analysis (EDA), and advanced graphical visualisation using Pandas and other powerful libraries

Supervised Learning

Learn to build predictive models from scratch. Master both regression (predicting numbers) and classification (predicting categories) algorithms.

Advanced Modelling Techniques

Level up your models with ensemble learning and master the art of feature engineering to improve accuracy and performance.

Unsupervised & Recommender Systems

Discover hidden patterns in data with clustering algorithms and learn to build powerful recommender systems from the ground up.

Pre-class Preparation

Access all course materials and assignments through our dedicated online e-learning portal.
Utilize onboarding resources to familiarize yourself with prerequisite concepts and tools before the course begins.
Receive personalized guidance and support from our instructors and teaching assistants to resolve any issues.
Join our Telegram channel to network with fellow students, alumni, and tech hiring managers.

Lesson 1: Data Transformation and EDA with Pandas

Lesson 2: Advanced Graphical Visualisation

Lesson 3: Supervised Learning with Regression

Lesson 4: Supervised Learning with Classification

Lesson 5: Ensemble Learning

Lesson 6: Feature Engineering with Pandas

Lesson 7: Unsupervised Learning with Clustering

Lesson 8: Recommender Systems

Course Fees & Subsidies

We believe upskilling should be accessible. That's why eligible Singaporeans and PRs can enjoy up to 70% SSG funding. Stack it with SkillsFuture Credits, PSEA and UTAP, and you could pay as little as $0.

User Group

Course price
before subsidy

Course price
after SSG

Course price after SSG
+ Stack your $500 SFC

Singaporeans aged 40 and above

SSG 70%SFCUTAP

Course Fees (incl. GST)

$2,616.00 (incl. GST)

After SSG subsidy

$936.00save $1,680.00 (64%)

Stack additional $500 SFC

$436.00save $2,180.00

Singaporeans aged 21-39 & PRs aged 21+

SSG 50%SFCUTAPPSEA

Course Fees (incl. GST)

$2,616.00 (incl. GST)

After SSG subsidy

$1,416.00save $1,200.00 (46%)

Stack additional $500 SFC

$916.00save $1,700.00

Foreign nationals, non-PRs

No Subsidies

Course Fees (incl. GST)

$2,616.00 (incl. GST)

After SSG subsidy

$2,616.00

Stack additional $500 SFC

—

* You may pay even less by stacking with PSEA and UTAP. Use our Subsidy Calculator to find out the exact amount you'll pay.

SkillsFuture Funding (SSG) Up to 70% subsidy for eligible Singaporeans & PRs

Find out how

SkillsFuture Credits (SFC) Use to offset fees for Singaporeans aged 25+

Find out how

PSEA Use your Post-Secondary Education Account to pay course fees

Find out how

UTAP for NTUC Members Claim up to 50% of remaining fees (max $500/year)

Find out how

SkillsFuture Enterprise Credit (SFEC) Employer-sponsored credit for enterprise-supported training

Find out how

Select preferred slot:

Monday Classes

Few seats left!

30 Mar → 18 May 2026Every Monday

7.00pm → 10.00pm

Online (Zoom)

Mon30Mar

Mon6Apr

Mon13Apr

Mon20Apr

Mon27Apr

Mon4May

Mon11May

Mon18May

Suitable for learners, part-timers

Taught by Industry Practitioners. Trusted by Employers.

At Heicoders, you learn from the real deal: engineers, data scientists and AI specialists from top companies. They bring insider knowledge, real-world strategies and the mindset employers look for. You don't just learn what to do. You learn how the best in the field do it.

That's how you'll gain the confidence to solve problems, speak the language of tech and stand out at work. So when you learn with Heicoders, you're not just preparing for the job. You're learning from people already doing it and rooting for you to join them.

Our Instructors

Beh Min Yan

CEO & Principal Instructor

Masters of Informations System, Carnegie Mellon University

Kong Yu Ning

Chief of Growth & Principal Instructor

Masters of Management Science & Engineering, Columbia University

Chan Yu Siang

Chief of Training & Standards & Principal Instructor

Masters of Computing, Singapore Management University

Beh Wei Chen

Chief Technology Officer & Principal Instructor

MSc, Georgia Institute of Technology

Darryl Wang

Senior Data Science Manager, LINE MAN

MSc Analytics, Georgia Institute of Technology

From Individuals to Organisations, Real Results Happen Here

Zack Lim

★★★★★

"Thanks to instructor Darryl and TA Kim — their passion for data really shined through every AI200 lesson."

Zack progressed through DA100, AI100, and AI200, noting AI200 as the most content-heavy of the three. He credits Darryl and TA Kim for keeping the course engaging and enriching throughout.

DA100AI100AI200

Terence Chan

★★★★★

"Jon and Michelle are extremely helpful and knowledgeable. Danielle's live drawing really helps me understand difficult concepts."

Terence completed DA100 with instructors Jon and Michelle, then AI100 and AI200 with Danielle and Kim. The well-paced weekly sessions gave him time to revise between classes, building real confidence in programming.

DA100AI100AI200

Jensen Ann

★★★★★

"Instructors Darryl and Min Yan are knowledgeable, take time to explain clearly, and are overwhelmingly dedicated to making sure students understand."

Jensen commended her AI200 instructors for their commitment to ensuring every student understood the content before moving forward. A warm and supportive learning experience throughout.

AI200

FAQs on Applied Machine Learning Course

Do I really need Python experience for this course?

Yes. This is an intermediate course designed for those who are already comfortable with Python programming. If you are new to coding, we strongly recommend starting with our AI100: Python Programming & Data Visualisation course first

What kind of project will I build in the capstone?

How is AI200 different from other online ML courses?

Can this course help me get a job as a Data Scientist or ML Engineer?

As featured on

We reply within 24 hours

Find the right course for you and your team

Our experts will help match you to a learning path tailored to your goals.

Drop us an email

Tell us a little about yourself and we'll be in touch.

Master Applied Machine Learning with Python

Build Models, Solve Problems

Master Applied Machine Learning

Build a Portfolio of ML Projects

Stand Out for the Roles That Matter

Build a Portfolio That Speaks for Itself

Is This Course For You?

The Python Coder

The Data Professional

The Aspiring ML Engineer

The STEM Graduate

Skills You'll Gain

Real People. Real Skills. Real Change.

What You Will Actually Build

Course Modules

Data Foundations

Supervised Learning

Advanced Modelling Techniques

Unsupervised & Recommender Systems

Stack This Course Into A Nanodegree

Course Fees & Subsidies

Pay less than $436.00 for this course!

Select preferred slot:

Monday Classes

Taught by Industry Practitioners. Trusted by Employers.

Our Instructors

Beh Min Yan

Kong Yu Ning

Chan Yu Siang

Beh Wei Chen

Darryl Wang

From Individuals to Organisations, Real Results Happen Here

FAQs on Applied Machine Learning Course

Related Courses That You Might Like

DA100 : Data Analytics with SQL & Tableau

GA100 : Generative AI Course for Automation & Productivity

SE100 : Full Stack Web Development

Join HeiLearn Weekly

As featured on

Find the right course for you and your team

Drop us an email