Specialist Diploma in Enterprise AI & Data Management
About this course
Course objectives
As Singapore establishes itself as the global hub in Southeast Asia to integrate machine learning in critical sectors of the local economy, AI and Big Data are becoming increasingly important in Singapore’s Smart Nation initiative to create new business opportunities for enterprise. To fully harness the potential of AI and Big Data, robust Data Management is essential.
The Specialist Diploma in Enterprise AI & Data Management aims to equip learners with the essential expertise to effectively delivers the concepts and techniques in design and implementation of AI solution and big data architecture to drive business innovation.
The comprehensive curriculum covers data management, DataOps, AI development and deployment and ethical considerations under the AI Ethics and Governance Book of Knowledge.
Course description
The Specialist Diploma in Enterprise AI & Data Management consists of 300 hours of training. This course consists of the following Post-Diploma Certificates (PDCs):
PDC1: Post-Diploma Certificate in Machine Learning & Operations (150 hours)
Upon completion of the PDC in Machine Learning & Operations, learners will be able to:Build an automated and scalable machine learning pipeline that optimize business value.Build AI models using industry best practices to solve domain-specific problems.Perform impact assessment of AI system through the use AI governance framework and verification toolkit.
PDC2: Post-Diploma Certificate in Enterprise Data Management (150 hours)
Upon completion of the PDC in Enterprise AI & Data Management, learners will be able to:Perform essential data preparation tasks to pre-process structured, semi-structured/unstructured and streaming data prior to analysis using Big Data Platform.Process and analyse complex data structures to extract valuable insights and inform strategic decision-making.Apply DataOps principles and practices to automate and streamline data pipelines, improve data privacy, security and delivery and collaboration between data teams.Develop big data infrastructure solutions to meet desired business outcomes of stakeholders.
Target audiences
Working ICT professionals with prior knowledge and/or experience in programming and/or those with STEM education background who are seeking to enhance their career in implementing AI solutions and data management in their current line of work or start a new job role in emerging AI job market.