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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
- Part-time
- 5 days
Start dates & application deadlines
We did our best, but couldn't find the next application deadline and start date information online.
More details
- To be advised
Language
English
Delivered
Online
Campus Location
- Singapore, Singapore
Disciplines
Artificial Intelligence View 4 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
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
Funding
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