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Overview of University Programs

The university offers a range of programs designed to build capabilities in infocomm and digital business. These programs include Executive Education, Graduate Programmes, Stackable Programmes, Blended Learning Programmes, and Corporate Programmes.

Executive Education

Executive Education Programmes are designed to build capabilities in infocomm and digital business. The programs cover various disciplines, including:

• Artificial Intelligence
• Cybersecurity
• Data Science
• Digital Agility
• Digital Innovation & Design
• Digital Strategy & Leadership
• Digital Products & Platforms
• Digital Sustainability
• Digital Health
• Software Systems
• StackUp - Startup Tech Talent Development

Graduate Programmes

The university offers five practice-based graduate programmes focusing on information technology (IT) and data science. These programs include:

• Graduate Diploma in Systems Analysis
• Master of Technology in Artificial Intelligence Systems
• Master of Technology in Digital Leadership
• Master of Technology in Enterprise Business Analytics
• Master of Technology in Software Engineering

Stackable Programmes

Stackable Programmes provide an alternative pathway to continuing education without disrupting one's career. The programs include:

• Graduate Certificates in:
  • Data Science
  • Digital Solutions Development
  • Artificial Intelligence
  • Smart Systems & Platforms
• Professional Certificates in:
  • Digital Leadership
  • Health Service Innovation
• Professional Diploma in:
  • Health Service Transformation

Blended Learning Programmes

Blended Learning Programmes provide individuals with the flexibility to learn over their own time and pace while achieving their academic and career goals. The programs include:

• About
• Programmes
• Digitalisation Passport

Corporate Programmes

Corporate Programmes work with organisations to provide contextualised workplace training or customised learning experiences for employees. The programs include:

• Corporate Digitalisation
• Active Learning for Problem Solving
• International Programmes
• Digital Academy Services
• Internship & Job Placements
• Skills For Transformation Programme

Course Details

The course "Text Processing using Machine Learning" is part of the Artificial Intelligence, Data Science, and Graduate Certificate in Practical Language Processing Series offered by NUS-ISS. The course covers:

• Classic DNN Models
• Attention & Transformer
• Sequence-to-Sequence & Encoder-Decoder Framework
• Transfer Learning with Pretrained LLMs
• Fine-Tuning LLMs

The course is designed for Data Scientists & Engineers, Analysts & Researchers, and Technology Enthusiasts. Prerequisites include foundational knowledge in text processing and predictive modelling with text data, strong programming skills using Python, and familiarity with packages like Numpy, Pandas, and Scikit-Learn.

Instructors

The course instructors are Dr. FAN Zhen Zhen and Dr. WANG Aobo, both from the Artificial Intelligence Practice at NUS-ISS.

Certificate

Participants who meet a minimum attendance rate of 75% and pass the assessment will be issued a Certificate of Completion.

Training Roadmap

The course is part of the training roadmap for Data Science and Artificial Intelligence. Participants can view the training roadmap to assess their training needs and goals.