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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
We did our best, but couldn't find the next application deadline and start date information online.
Language
English
Delivered
On Campus
Campus Location
- Singapore, Singapore
Disciplines
Artificial Intelligence View 5 other Short Courses in Artificial Intelligence in SingaporeWhat students do after studying
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Academic 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.
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
Student Insurance via Studyportals Partner
Make sure to cover your health, travel, and stay while studying abroad. Even global coverages can miss important items like Additional medical costs, Repatriation, Liability etc. Make sure your student insurance covers your needs.
Studyportals 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.
Tuition Fees
Tuition fees are shown in and the most likely applicable fee is shown based on your nationality.
-
International Applies to you
Applies to youNon-residents5450 SGD / full≈ 5450 SGD / full -
Domestic Applies to you
Applies to youCitizens or residents1635 SGD / full≈ 1635 SGD / full
Additional Details
- Singapore Citizen ≥ 40 years old: $635
Living costs
Singapore
Singapore
1878 - 3880 SGD / month
The living costs include the total expenses per month, covering accommodation, public transportation, utilities (electricity, internet), books and groceries.
Funding
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