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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.