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Overview
About the course
AI is a wide-ranging tool that enables people to rethink how we integrate information, analyse data, and use the resulting insights to improve decision making - and already it is transforming every walk of life. AI is going to change the future. Make sure that you aren't left behind.
Drawing on knowledge from industry experts, this immersive, hands-on AI Bootcamp at Singapore Management University will enable participants to gain an understanding of the fundamentals of AI and machine learning and walk away prepared to implement what they have learnt, ensuring their organisation is maximising the value of its live and historic data.
Programme Structure
Topics include:
- Classical Machine Learning
- Different types of features and observations
- How to build machine learning models for different types of features and observations
- Supervised learning from linear models to support vector machines
- Regularisation
- Ensemble learning (Decision trees; Random forest; Adaboost; Gradient boosting)
- Clustering (Hierarchical clustering; k-means, Affinity Propagation; DBSCAN)
- Dimensionality reduction (PCA; t-SNE; UMAP)
- Visualisation and reporting in machine learning setting
Key information
Duration
- Full-time
- 5 days
Start dates & application deadlines
- Starting
- Apply before
-
More details
- Online registration will close 5 calendar days before the course start date.
Language
English
Delivered
On Campus
Disciplines
Artificial Intelligence Machine Learning View 18 other Short Courses in Artificial Intelligence in SingaporeAcademic requirements
We are not aware of any specific GRE, GMAT or GPA grading score requirements for this programme.
English requirements
We are not aware of any English requirements for this programme.
Student insurance
Make sure to cover your health, travel, and stay while studying abroad. Even global coverages can miss important items, so make sure your student insurance ticks all the following:
- Additional medical costs (i.e. dental)
- Repatriation, if something happens to you or your family
- Liability
- Home contents and baggage
- Accidents
- Legal aid
We partnered with Aon to provide you with the best affordable student insurance, for a carefree experience away from home.
Get your student insurance nowStarting from €0.53/day, free cancellation any time.
Remember, countries and universities may have specific insurance requirements. To learn more about how student insurance work at Singapore Management University and/or in Singapore, please visit Student Insurance Portal.
Other requirements
General requirements
Who should attend:
- Professionals who are keen to learn applied deep learning techniques
Prerequisites:
- At least one year of experience in Python
- Familiarity with notions of Linear Algebra including Matrix Multiplication
- Prior knowledge of Numpy, Matplotlib, and Pandas is strongly advised
Tuition Fee
To always see correct tuition fees
-
International
5450 SGD/fullTuition FeeBased on the tuition of 5450 SGD for the full programme during 5 days. -
National
1635 SGD/fullTuition FeeBased on the tuition of 1635 SGD for the full programme during 5 days.
- Singapore Citizen ≥ 40 years old: $635
Living costs for Singapore
1878 - 3880 SGD /month
Living costs
The living costs include the total expenses per month, covering accommodation, public transportation, utilities (electricity, internet), books and groceries.
Funding
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