Information Technology

Commenced

Building AI Applications using Large Language Models
大型語言模型AI應用程式開發

Course No.
252-191300-01
Course Type
Part-time
Start Date
06/08/2025
Total Hours
30.00
Commenced

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Course Detail

New
  • Schedule

    Wednesday
  • Time

    18:45 - 21:45
  • Venue

    Tsimshatsui Oriental Learning Centre
  • Session

    10
  • Instructor

    CUSCS Instructor
  • Level

    General Short Courses
  • Tuition Fee

    $4,800
  • Language Used

    Cantonese (supplemented with English)
  • Closing Date for Application

    Enrolment deadline is 10 calendar days before the course commencement date. Late enrolment will only be considered if there are still vacant places.
  • Course Enquiries

    22097752

    27235569

  • Enrolment Enquiries

    2209 0290

Admission Requirement

The participants shall have a basic knowledge in Python programming.

Introduction

This course explores Artificial Intelligence (AI) and Machine Learning (ML), focusing on large language models (LLMs) and their practical applications. Students will be introduced to the fundamentals of prompt engineering, Python programming, data handling, and popular LLM frameworks. The course will also cover the implementation of open-source LLMs, deploying Retrieval-Augmented Generation (RAG) solutions such as AI chatbots, evaluating LLM performance, and fine-tuning models to optimize performance and adaptability.

Topics

1. Overview of use cases of LLM solutions
2. Prompt engineering
3. Python Basic
4. LLM Solution frameworks
5. Security and ethical consideration in LLM solution deployment
6. Deploying Open source LLM solutions
7. Implementation of Document Searching engine (RAG)
8. Advanced RAG techniques
9. Practical AI Chatbot Deployment
10. Evaluation of LLM solutions
11. Web scraping techniques
12. Content summarization with LLM
13. Fine tuning of LLM solutions

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