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系統開發及程式編寫

Certificate Programme in Data Mining and Machine Learning
資料探勘及機器學習證書

Course No. : 192-212300-01

Admission Requirements

Applicants shall have basic knowledge of database* and computer programming+, and
1. completion of secondary education, or equivalent; or
2. aged 21 or above.

Remark:
* database such as Access, MySQL, etc
+ computer programming such as Python, Java, etc.

Language Used

Cantonese (supplemented with English)

Total Hours

90 hours

Place

Central Learning Centre

Start Date

September 2019 (Tentative)

Schedule

Thursday

Time

6:45pm - 9:45pm

Application Fee

HK$150

Tuition Fee

HK$14,580

Level

Certificate programmes

QF Level

3

QR Registration No.

18/000239/L3

QR Registration Validity Period

21/03/2018 - Ongoing

Course Enquiries

3943 9131 / 3943 90452770 8275[JavaScript encoded]

Enrolment Enquiries

2209 0290

Closing Date for Application

Aug 2019

1
Objectives

This programme is targeted for participants who are interested to learn how to extract and analyze data to obtain valuable information and knowledge by using the popular data mining and machine learning algorithms. While theoretical and mathematical knowledge will also be introduced, the programme will focus on real-life applications of readily available data mining and machine learning techniques and algorithms to help participants to apply the knowledge at their own context. Common data mining tools such as R and Python will be used for the students to do hands-on practices. Ethical and privacy issues will also be discussed.

2
Content

1. Introduction to Data Mining (30hr)
Data are collected everywhere now with advancement in technology, and how to effectively identify patterns and useful information in such data is essential for learning, forecasting and knowledge discovery purposes. The course will provide opportunities for students to learn the basic concepts of data mining and how to discover useful information in daily-life context.


2. Machine Learning Algorithms (30hr)
Machine learning is one of the fastest-growing and exciting areas with wide range of possible applications. In this course, the participants will develop a clear understanding of the motivation for machine learning, and design small-scale intelligent systems that can learn from complex and or large-scale datasets.


3. Applications of Data Mining and Machine Learning (30hr)
This course will help participants to apply data mining and machine learning techniques to practical applications such as stock forecasting, social media marketing and scientific applications.

3
Assessment

Assignment, Case Studies, Project and Final Exam.

4
Award of Certificate

To qualify for the award of 'Certificate Programme in Data Mining and Machine Learning', students are required to have an attendance rate of 70% or above in each course and have passed the assessments of each course.