Advanced Professional Certificate in Applied Artificial Intelligence and Machine Learning

Date: On Demand

Duration: 20 Days

Course Objectives

This APC will equip learners with the following competencies

    • Articulating basic definitions and applications of AI and Machine Learning.
    • Understanding the AI/ML approaches and constraints, and how AI/ML algorithms work.
    • Learning how to use Rapidminer to implement Machine Learning modules.
    • Learning Python for the development of simple ML modules.
    • Articulating Natural Language Processing basics.
    • Acquire basic to advanced deep learning knowledge and understand their strengths and constraints, and their applications in different businesses.
    • Have basic skills in using deep learning algorithms to implement simple Natural Learning Processing (NLP) systems.

    Job Role Readiness

    It will prepare learners in the following job roles to perform their responsibilities more effectively:

    • AI and Machine Learning executives / Engineers
    • Business/Industry transformers – Business advisors/analysts
    • ICT engineers, technicians, and executives
    • Data analysts / Business Analysts

    Who Should Attend

    • All businesses and industries that would like to employ AI and Machine Learning professionals.
    • All businesses and industries that are going to transform their business model into an AI-driven one.
    • IT Professionals who plan to be AI/ML Engineers and Data Analysts.
    • Novice and mid-career job seekers who would like to join AI/ML teams.

    Prerequisites

    At least a polytechnic diploma (or equivalent)

    Course Conveners

    (Click their photos to view their short biographies)

    ccccc Danny Poo

    Assoc Prof Danny PooAssoc Prof Danny Poo

    ddddd Ai Xin

    Dr Ai XinDr Ai Xin

    ddddd Amirhassan Monajemi

    Dr Amirhassan MonajemiDr Amirhassan Monajemi

    ddddd Lek Hsiang Hui

    Dr Lek Hsiang HuiDr Lek Hsiang Hui

    Training Roadmap

    Stage 1: Professional Certificate in AI & Machine Learning Basics

    Curriculum:

    Stage 2 (with Stage 1 as prerequisite): Professional Certificate in Applied Machine Learning

    Curriculum:

    Stage 3 (with Stage 1 and 2 as prerequisites): Professional Certificate in Text Processing

    Curriculum:

    Stage 4 (with Stage 1 to 3 as prerequisites): Advanced Professional Certificate in Applied Artificial Intelligence and Machine Learning

    Completion of Stage 1 to 3 curriculum earns the participant an Advanced Professional Certificate in this programme

    Participants must fulfill at least 75% attendance and pass all assessment components, to be eligible for SSG funding.

    To enquire, email soc-ace@nus.edu.sg

    To register, click Register