In this advanced course, participants will learn specific concepts and advanced techniques of machine learning, such as Support Vector Machines, Random Forest, Boosting and Stacking, Cross Validation, Pipeline and many more.
Upon completing the course, participants will be able to explain the essential principles of algorithms used for advanced machine learning. The course also provides participants with ample hands-on experience in building, validating and improving advanced machine learning models using Python.
We recommend participants to complete Machine Learning Fundamentals before signing up for this course.
Laptops will be provided for the duration of the course.
Learning Objectives
The key topics covered in this module include:
- Advanced machine learning algorithms (e.g. Random Forest, SVM, Naïve Bayes)
- Model Improvement techniques
- Pipeline and Dimensionality Reduction
Who should attend?
Artificial Intelligence, Machine Learning Engineer
Entry Requirement
Basic knowledge in Python programming is required. Basic knowledge of calculus would be an advantage.
Certification
Participants will be awarded a certificate of completion upon meeting the 75% course attendance requirement.
For courses with assessment component, participants will be awarded the certification of completion upon passing the assessment. Otherwise, a certification of attendance will be issued instead upon meeting the 75% course attendance requirement.
Course Dates
Click "APPLY NOW" to check available course dates and to register.
Course Duration
3 days
If you are not available on the dates listed in our registration portal, we would like to hear from you by clicking here
Fees for 2022
| Full course fee (with GST) |
Singapore Citizens aged 39 & below OR Singapore PR |
Singapore Citizens aged 40 & above |
SME-sponsored Singapore Citizens OR Singapore PR |
| $995.10 |
$298.53 |
$99.51 |
$112.53 |
Fees for 2023
| Full Course Fees (with GST) |
Singapore Citizens aged 39 & below |
Singapore Citizens aged 40 & above |
Singapore PR |
SME-sponsored Singapore Citizens |
SME-sponsored Singapore PR |
| $1,004.40 |
$298.53 |
$99.51 |
$301.32 |
$112.53 |
$115.32 |
Notes:
- Payment may be made using SkillsFuture Credit.
- Fees reflected are inclusive of Goods and Services Tax (GST). In line with the government fee freeze directive from 1 Jan to 31 Dec 2023, the fees in 2023 for Singapore Citizen will remain the same as 2022. RP will absorb the additional 1% GST for Singapore Citizen in 2023 only.
Republic Polytechnic reserves the right to make changes to the course fee and application closing dates without prior notice. The commencement of each course is subject to sufficient number of participants.
All information is accurate at time of publishing.