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AI and ChatGPT

Programme Overview

This course provides participants with a foundational understanding of Artificial Intelligence (AI), Natural Language Processing (NLP), and chatbot technology, with a focus on ChatGPT and prompt engineering. The course begins with an introduction to AI and the evolution of chatbot systems, followed by hands-on exploration of NLP techniques and deep learning fundamentals. Participants will gain insight into key models such as neural networks, recurrent neural networks (RNNs), transformers, and large language models (LLMs) like GPT. The course culminates in practical applications and best practices in prompt engineering, with mini-project presentations to consolidate learning.

Learning Objectives

At the end of the course, participants will be able to:

  • Understand the fundamentals of Artificial Intelligence, including its history, core concepts, and real-world applications.
  • Gain foundational knowledge in Natural Language Processing (NLP) and learn how machines process and understand human language.
  • Explore deep learning techniques and neural network architectures.
  • Develop practical skills in using ChatGPT and other Large Language Models (LLMs) through prompt engineering and API integration.
  • Apply acquired knowledge to real-world problems by designing and presenting mini projects that showcase AI applications across various domains.

Instructors


Dr Ai XinDr Ai Xin

Dr Ai Xin

Dr Ai Xin

Dr Ai Xin is currently a Lecturer with the School of Computing at the National University of Singapore (NUS). She has many years’ experience on teaching Artificial Intelligence and Data Science courses, e.g. machine learning, deep learning, data mining and etc. She graduated from NUS with a PhD degree on Electrical and Computer Engineering. Her research focused on Game Theoretical Modelling, Optimization Methods, Algorithm Design and Wireless Networks. She worked in BHP Billiton Marketing Asia for eight years and gained a lot of industry experience through different functions, e.g. risk management, supply chain management, sales and marketing planning and etc.
 
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NUS Computing, Advanced Computing for Executives (ACE)

11 Research Link
COM 3, #B1-07
Singapore 119391

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