View Proposal

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Proposer

Jamie Gabbay

Title

AI as approximation

Goal

Learn stuff about AI

Description

Simplifying greatly, modern AI is based on multiplying a long vector by a large dense matrix. This is fine, but the problem is that multiple behaviours are encoded in that large dense matrix, and matrix multiplication can be expensive. I propose to approximate the matrix by a more sparse version which approximates the desired output for a particular class of vectors. Essentially, we decompose the denser matrix as a sum of sparser "expert" matrices, where each expert is specialised in handling vectors of a particular form. I am open to suggestions on how to improve this; part of the project would be to figure out how much of this is on-point and useful, and adapt the project accordingly.

Resources

Background

Url

Difficulty Level

High

Ethical Approval

None

Number Of Students

0

Supervisor

Jamie Gabbay

Keywords

Degrees

Bachelor of Science in Computer Science
Bachelor of Science in Computer Systems
Bachelor of Science in Information Systems
Bachelor of Science in Software Development for Business (GA)
Master of Engineering in Software Engineering
Master of Design in Games Design and Development
Master of Science in Artificial Intelligence
Master of Science in Artificial Intelligence with SMI
Master of Science in Business Information Management
Master of Science in Computer Science for Cyber Security
Master of Science in Computer Systems Management
Master of Science in Computing (2 Years)
Master of Science in Data Science
Master of Science in Human Robot Interaction
Master of Science in Information Technology (Business)
Master of Science in Information Technology (Software Systems)
Master of Science in Network Security
Master of Science in Robotics
Master of Science in Software Engineering
Bachelor of Science in Computing Science
Bachelor of Engineering in Robotics
Bachelor of Science in Computer Science (Cyber Security)
Master of Science in Robotics with Industrial Application
Postgraduate Diploma in Artificial Intelligence
Bachelor of Science in Statistical Data Science
BSc Data Sciences
MSc Applied Cyber Security