Practical AI Training for Singapore Professionals
Develop applied skills in graph neural networks, anomaly detection, and privacy-preserving machine learning through structured programs designed for working professionals.
Our Programs
Three focused programs addressing specific areas of modern AI practice, each designed to build practical implementation skills.
Graph Neural Networks
When data is naturally structured as networks, specialized approaches can capture relational patterns that traditional methods miss. This program introduces graph-based deep learning for applications including social network analysis, molecular property prediction, and recommendation systems.
- PyTorch Geometric implementation
- Real-world relational datasets
- 8-week structured curriculum
Anomaly Detection Systems
Identifying unusual patterns is valuable across many domains, from fraud prevention to system monitoring. This program develops practical skills in building detection systems using various approaches including statistical methods, isolation forests, and autoencoders.
- Multiple detection approaches
- Security and quality datasets
- 6-week practical focus
Federated Learning & Privacy-Preserving AI
As privacy concerns grow, techniques for learning from distributed data without centralizing it become increasingly relevant. This advanced program explores federated learning architectures, differential privacy, and secure aggregation approaches.
- Privacy-preserving pipelines
- Regulatory context coverage
- 10-week advanced program
Our Approach
Implementation Focus
Working implementations form the core of each program, with theory introduced as needed to support practical work.
Small Cohorts
Limited cohort sizes allow for meaningful interaction with instructors and peers working on similar challenges.
Real Datasets
Programs use datasets that reflect actual challenges rather than simplified examples, preparing participants for applied work.
Flexible Schedule
Evening sessions and weekend options accommodate working professionals without requiring career breaks.
Trusted by Leading Financial Institutions
Our participants come from Singapore's major financial institutions, bringing diverse perspectives to the learning environment.
DBS Bank
OCBC Bank
UOB
Standard Chartered
Citibank
HSBC
Ready to Develop Your AI Skills?
Connect with us to discuss which program aligns with your technical goals and current background.
Frequently Asked Questions
What technical background is required?
Graph Neural Networks and Federated Learning programs assume familiarity with Python, basic machine learning concepts, and neural network fundamentals. Anomaly Detection Systems accepts participants with data analysis experience and programming ability. Each program page lists specific prerequisites.
How are sessions structured?
Programs typically include two evening sessions per week, each lasting 2.5 hours. Sessions combine instructor-led implementation demonstrations with hands-on work. Weekend options are available for some cohorts. Recordings are provided for participants who cannot attend specific sessions.
What time commitment is expected?
Beyond scheduled sessions, participants should expect 6-8 hours weekly for implementation work, reading, and assignments. The workload is designed to be manageable alongside full-time employment, though it requires consistent engagement throughout the program duration.
Are these programs suitable for career transitions?
The programs are designed for professionals already working with data or software who want to expand their AI capabilities. They provide practical skills applicable to current or prospective roles involving machine learning implementation, but do not constitute complete retraining for those without relevant technical background.
What computational resources are required?
Participants need a computer capable of running Python environments. For resource-intensive work, we provide access to cloud computing credits. Most assignments can be completed on standard laptops, with larger-scale experiments conducted using provided resources.
Our Location
Get in Touch
Contact Information
Phone
+65 6752 3841Address
152 Beach Road, Gateway East
#21-01, Singapore 189721
Office Hours
Monday - Friday: 9:00 AM - 6:00 PM
Saturday: 10:00 AM - 2:00 PM
Sunday: Closed
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