Associate ProfessorSantu Rana
Head, AI and Robotics
Deakin Applied Artificial Intelligence Initiative/Applied Artificial Intelligence Initiative (Geelong)
Orcid identifier0000-0003-2247-850X (opens in a new tab)
- Head, AI and RoboticsDeakin Applied Artificial Intelligence Initiative/Applied Artificial Intelligence Initiative (Geelong)
- +61 3 522 71253 (Work)
- Geelong Waurn Ponds Campus, 75 Pigdons Road, Waurn Ponds, Victoria 3216
TEACHING ACTIVITIES
- CURRENT DOCTORAL SUPERVISIONEmpathetic Reinforcement Learning Agents
- CURRENT DOCTORAL SUPERVISIONEfficient Co-Design Approaches for Robotic Agents
- CURRENT DOCTORAL SUPERVISIONTowards Adapting Reinforcement Learning Agents
- CURRENT DOCTORAL SUPERVISIONRepresentation-Level Understanding and Control of Large Language Models.
- CURRENT DOCTORAL SUPERVISIONDomain Generalisation and Continual Learning
- CURRENT DOCTORAL SUPERVISIONPhysics-Informed Machine Learning for Spacecraft Protection against Orbital Debris Impacts
- CURRENT DOCTORAL SUPERVISIONSearching for Adversarial Dark Matter: ByPassing LLMs Via ADVP
- CURRENT DOCTORAL SUPERVISIONSteering Affect in Large Language Model Agents
- CURRENT DOCTORAL SUPERVISIONLeveraging Large Language Models for Sample-Efficient Imitation Learning
- COMPLETED DOCTORAL SUPERVISIONExploiting side information in Bayesian nonparametric models and their applications
- COMPLETED DOCTORAL SUPERVISIONAddressing Practical Challenges of Bayesian Optimization
- COMPLETED DOCTORAL SUPERVISIONEfficient Hyperparameter Tuning using Bayesian Optimization
- COMPLETED DOCTORAL SUPERVISIONMachine learning to fight addiction using social media
- COMPLETED DOCTORAL SUPERVISIONHarnessing Auxiliary Knowledge Towards Efficient Bayesian Optimisation
- COMPLETED DOCTORAL SUPERVISIONScalable Bayesian Optimization with Sparse Gaussian Process Models
- COMPLETED DOCTORAL SUPERVISIONMulti-objective Bayesian Optimisation and Its Applications
- COMPLETED DOCTORAL SUPERVISIONA Distributional Approach towards Efficient and Versatile Bayesian Optimisation
- COMPLETED DOCTORAL SUPERVISIONTackling Practical Challenges in Neural Network Model Deployment
- COMPLETED DOCTORAL SUPERVISIONBayesian Optimization for Discrete, Missing and Cost-sensitive Inputs
- COMPLETED DOCTORAL SUPERVISIONAccelerating Bayesian Optimisation with Advanced Kernel Learning Methods
- COMPLETED DOCTORAL SUPERVISIONOn Practical Reinforcement Learning: Provable Robustness, Scalability, and Statistical Efficiency
- COMPLETED DOCTORAL SUPERVISIONLearning Dependency Structures Through Time Using Neural Networks
- COMPLETED DOCTORAL SUPERVISIONRobust and Efficient Reinforcement Learning for Physics Tasks
- COMPLETED DOCTORAL SUPERVISIONOn Targeted Manifold Manipulation for Deep Neural Networks
- COMPLETED DOCTORAL SUPERVISIONHuman Feedback for Skill Discovery in Reinforcement Learning