Machine Learning Mohamed bin Zayed University of Artificial Intelligence

Overview

The algorithms used in Machine Learning are based on mathematical models learned automatically from data, thus allowing machines to intelligently interpret and analyze input data to derive useful knowledge and arrive at important conclusions. Machine learning is heavily used for enterprise applications (e.g., business intelligence and analytics), effective web search, robotics, smart cities and understanding of the human genome.

Program Competence

Upon completion of the Machine Learning program at Mohamed bin Zayed University of Artificial Intelligence requirements, the graduate will be able to:

• Obtain rigorous mathematical background and advanced reasoning capabilities to express comprehensive and deep understanding of the pipelines at the frontier of machine learning: data, models, algorithmic principles and empirics.

• Master a range of skills and techniques in data-preprocessing, exploration, and visualization of data-statistics as well as complex algorithmic outcomes.

• Have a critical awareness of the capabilities and limitations of the different forms of learning algorithms and the ability to critically analyze, evaluate, and improve the performance of the learning algorithms.

• Grow expert problem-solving skills through independently applying the principles and methods learned in the program to various complex real-world problems.

• Develop a deep understanding of statistical properties and performance guarantees, including convergence rates (in theory and practice) for different learning algorithms.

• Become an expert in using and deploying machine learning-relevant programming tools for a variety of machine learning problems.

• Grow proficiency in identifying the limitations of existing machine learning algorithms and the ability to conceptualize, design, and implement an innovative solution for a variety of highly complex problems to advance the state-of-the-art in machine learning.

• Able to initiate, manage, and complete research manuscripts that demonstrates expert self-evaluation and advanced skills in communicating highly complex ideas related to machine learning.

• Obtain highly sophisticated skills in initiating, managing, and completing multiple project reports and critiques on a variety of machine learning methods, that demonstrates expert understanding, self-evaluation, and advanced skills in communicating highly complex ideas.

Research Thesis

PhD thesis exposes students to cutting-edge and unsolved research problems in the field of Machine Learning, where they are required to propose new solutions and significantly contribute towards the body of knowledge. Students pursue an independent research study, under the guidance of a supervisory panel, for a period of 3 - 4 years.

Visa Opportunities for Graduates

Outstanding graduates from MBZUAI are eligible to apply for a 10-year golden visa in UAE, which will enable themselves and their family members to work and live in UAE with corresponding benefits.