DATA8001 - High-Dimensional Data Analysis (Foundation)

University of Hong KongOginigba, Nigeria

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Program Details

Degree
Foundation
Major
Artificial Intelligence | Data Analysis | Data Science
Area of study
Information and Communication Technologies | Mathematics and Statistics
Course Language
English

Program Overview

Research Postgraduate Programme

The Research Postgraduate Programme at the University of Hong Kong offers a comprehensive and structured approach to postgraduate research studies. The programme is designed to provide students with a thorough understanding of the research process, from conceptualization to completion.


Programme Structure

  • The programme includes a range of courses and training sessions to equip students with the necessary skills and knowledge to undertake original research.
  • Students will work closely with their supervisors to develop a research proposal and conduct their research project.
  • The programme also includes a range of activities and events to support students' academic and professional development.

Programme Requirements

  • Students are required to have a good honours degree or equivalent in a relevant field.
  • Students must also demonstrate a strong research potential and a clear understanding of their proposed research topic.
  • English language proficiency is also required, with a minimum score of 6.5 in the IELTS or 90 in the TOEFL.

Programme Outcomes

  • Upon completion of the programme, students will be awarded a Master of Philosophy (MPhil) or Doctor of Philosophy (PhD) degree.
  • Graduates will have developed advanced research skills and a deep understanding of their field of study.
  • They will also be equipped with the skills and knowledge to pursue a career in academia, industry, or government.

DATA8001 - High-Dimensional Data Analysis

Course Description

This graduate course introduces basic geometric and statistical concepts and principles of low-dimensional models for high-dimensional signal and data analysis. The course covers recovery theory, based on high-dimensional geometry and non-asymptotic statistics, for sparse, low-rank, and low-dimensional models.


Course Instructor

  • Professor Yi MA, Director, HKU Musketeers Foundation Institute of Data Science, and Professor, Chair of Artificial Intelligence.

Course Prerequisites

  • Prior knowledge in undergraduate linear algebra, statistics, and probability is required.
  • Background in signal processing, optimization, machine learning, and computer vision may be beneficial but is not necessary.

Course Structure

  • The course includes 3 hours of lectures and 1 hour discussion session per week.
  • Homework includes both written exercises and programming exercises.
  • A final course project includes a midterm proposal and final presentation and report.

HKU IDS

About

The HKU Musketeers Foundation Institute of Data Science is a leading research institute in the field of data science. The institute is committed to advancing the field of data science through innovative research and education.


Research Areas

  • Frontier Research
  • IDS Research Seed Funds
  • Research Assistant Professor Scheme
  • Collaboration: Shanghai AI Lab

Studies

  • Research Postgraduate Programme
  • Summer Programme for UG
  • Summer Programmes for PG

News and Events

  • Upcoming Events and News
  • e-Newsletter
  • IDS News Sign-up

About University

University of Hong Kong Summary


Overview:

The University of Hong Kong (HKU) is a prestigious public research university located in Hong Kong. It is renowned for its academic excellence and global standing, consistently ranking among the top universities worldwide.


Services Offered:


Student Life and Campus Experience:


Key Reasons to Study There:

    Global Recognition:

    HKU consistently ranks highly in global university rankings, demonstrating its academic excellence and international reputation.

    World-Class Faculty:

    HKU boasts a distinguished faculty of renowned scholars and researchers, providing students with access to cutting-edge knowledge and expertise.

    Diverse Academic Programs:

    HKU offers a wide range of undergraduate and postgraduate programs across ten faculties, covering various disciplines and fields of study.

    Research Opportunities:

    HKU is a leading research institution, providing students with opportunities to engage in research projects and contribute to groundbreaking discoveries.

Academic Programs:

HKU offers a comprehensive range of academic programs across ten faculties:

  • Architecture
  • Arts
  • Business
  • Dentistry
  • Education
  • Engineering
  • Law
  • Medicine
  • Science
  • Social Sciences

Other:

  • HKU has a strong commitment to knowledge exchange and community engagement, fostering collaborations and partnerships with various stakeholders.
  • The university has a vibrant campus life with numerous student clubs, societies, and events, providing opportunities for personal growth and development.
  • HKU is committed to promoting diversity and inclusion, creating a welcoming and supportive environment for students from all backgrounds.
Top 17Average ranking globally
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