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deep learning PhD Projects, Programmes & Scholarships

We have 157 deep learning PhD Projects, Programmes & Scholarships

Data-Physics Dual-Driven (Hybrid PINN) Modelling for Next-Generation Aerospace Structural Dynamics

University of Birmingham

School of Metallurgy & Materials

About the Project. Are you passionate about the fusion of Artificial Intelligence and structural dynamics? Do you want to contribute to cutting-edge research that will transform aircraft structural health monitoring and real-time digital twins?. Read more

Supervisor: Dr J Wu

Year round applications PhD Research Project Self-Funded PhD Students Only

Fully discrete computational methods in high dimensions

The University of Manchester

Department of Mathematics

High-dimensional computations are ubiquitous in science and engineering, often arising from models with numerous parameters. Read more

Supervisor: Dr Y Kazashi

Year round applications PhD Research Project Funded PhD Project (UK Students Only)

Scaling Generalization: Autonomous Intelligent Agents for the ARC-AGI Challenge

University of York

Department of Computer Science

Introduction. You will have complete freedom to define your research direction within the broader AI landscape. from core methods to applications, and from theory to systems. Read more

Supervisor: Dr S Banerjee

Year round applications PhD Research Project Competition Funded PhD Project (UK Students Only)

Generative Bayesian Inference for Remote Sensing Inverse Problems (GENESIS-RS)

Cardiff University

Cardiff School of Computer Science & Informatics

Project Description. Remote sensing measurements provide indirect, noisy, and often incomplete observations of environmental systems. Read more

Supervisors: Dr O Karakus, Prof P Rosin, Prof P Atkinson

Year round applications PhD Research Project Self-Funded PhD Students Only

Artificial Intelligence Empowered Electric Vehicle Motor Drive System

University of York

School of Physics, Engineering and Technology

Research Group: Intelligent Systems and Robotics

Electric vehicle development has been a hot topic around the world. This PhD programme will develop artificial intelligence based design and control methods to optimize eletromagnetic performance and sustainablity of electric vehicle motor drive system. Read more

Supervisor: Dr X Zhao

Year round applications PhD Research Project Self-Funded PhD Students Only

Artificial Intelligence enabled Distributed Edge-Centric Cellular Networks

University of York

School of Physics, Engineering and Technology

Research Group: Communication Technologies

Today, wireless cellular networks rely heavily on the core network to deliver services. This introduces latency and other inefficiencies. Read more

Supervisor: Prof D Grace

Year round applications PhD Research Project Self-Funded PhD Students Only

Intelligent Avatars for Collaborative and Rehabilitative Extended Realities

Kingston University

Faculty of Engineering, Computing and the Environment

This project explores the development of intelligent, embodied avatars in Extended Reality (XR) environments, aimed at supporting collaborative and rehabilitative tasks. Read more

Supervisor: Dr J Francik

Year round applications PhD Research Project Self-Funded PhD Students Only

Automatic inspection of cement pavement health condition using GPR

Kingston University

Faculty of Engineering, Computing and the Environment

The health and structural integrity of cement pavements are critical to ensuring road safety, longevity, and cost-effective maintenance. Read more

Supervisor: Dr L Zou

Year round applications PhD Research Project Self-Funded PhD Students Only

Multimodal Multilingual Sentiment Analysis

Edinburgh Napier University

School of Computing, Engineering & the Built Environment

Multimodal multilingual sentiment analysis involves analysing sentiments expressed in different modalities (such as text, images, audio) and across different languages. Read more

Supervisors: Dr KD Dashtipour, Mr MG Gogate

Year round applications PhD Research Project Self-Funded PhD Students Only

Non-real estate corporations vs. non-financial corporations and systematic risk: Evidence from Chia

Xi’an Jiaotong-Liverpool University

International Business School Suzhou

This research aims to develop a deep learning-based multi-factor stock selection framework to enhance stock return prediction. The model integrates self-attention mechanisms to dynamically assign factor weights and employs graph neural networks to capture stock correlations. Read more

Supervisor: Prof X He

Year round applications PhD Research Project Funded PhD Project (Students Worldwide)

Small Language Models

University of Aberdeen

School of Natural and Computing Sciences

These projects are open to students worldwide, but have no funding attached. Therefore, the successful applicant will be expected to fund tuition fees at the relevant level (home or international) and any applicable additional research costs. Read more

Supervisors: Dr Y Huang, Dr C Mu, Miss K Wang

Year round applications PhD Research Project Self-Funded PhD Students Only

Uncertainties in Large Language Models

University of Aberdeen

School of Natural and Computing Sciences

These projects are open to students worldwide, but have no funding attached. Therefore, the successful applicant will be expected to fund tuition fees at the relevant level (home or international) and any applicable additional research costs. Read more

Supervisors: Dr Y Huang, Dr C Mu

Year round applications PhD Research Project Self-Funded PhD Students Only

Funded project GW4 BioMed3 MRC DTP - Cerebellar orchestration of social behaviour

University of Bristol

School of Psychology and Neuroscience

Background. The importance of the cerebellum to regulate social behaviours is increasingly becoming apparent. Read more

Supervisors: Dr E Cahill, Dr P Anastasiades, Dr P Chadderton

21 October 2026 PhD Research Project Competition Funded PhD Project (Students Worldwide)

Development of innovative and efficient computational fluid dynamics simulator based on Physics-Informed Neural Networks

Manchester Metropolitan University

Faculty of Science and Engineering

Overview. Despite significant advances in numerical techniques and computing hardware, the high computational cost of large-scale 3D computational fluid dynamics (CFD) modelling remains a major challenge, limiting its industrial applications. Read more

Supervisor: Dr W Bai

4 October 2026 PhD Research Project Funded PhD Project (UK Students Only)

The Semantic Segmentation-Based Recognition Phase Components within the UHPC under normal and high temperature: Theory, Methodology and Application

Xi’an Jiaotong-Liverpool University

The proposed research project aims to enhance the microscale structure-driven multiscale modeling framework for UHPC materials by incorporating advanced AI-driven image semantic segmentation technology for identifying phase composition based on digital images from microscale examinations. Read more

Supervisor: Dr J Xia

Year round applications PhD Research Project Self-Funded PhD Students Only

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