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compressed into lightweight student models using knowledge distillation, enabling efficient real-time inference on mobile devices. The distilled models will be deployed and optimized on mobile platforms, with
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-time, on-device applications. This project focuses on exploring model optimization strategies, including compression, quantization, and efficient architecture design, to reduce the resource footprint
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that both parameter estimation and model selection can be interpreted as problems of data compression. The principle is simple: if we can compress data, we have learned something about its underlying
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which are friendly to privacy-enhancing techniques and on-device ML, including but not limited to model compression, quantisation, distillation, transfer learning, pruning, etc. Research Task II: Apply
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status of northern Australia's remarkable lizard fauna under climate change, invasives and habitat loss. (Lab: https://www.chapplelab.com ) Why is genetic variation for fitness so high? (A/Prof. Tim
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. References Fortunato, S. et al. “Science of science.” Science 359 (2018): eaao0185. https://doi.org/10.1126/science.aao0185 Zollman, K. J. S., García, J. and Handfield, T. “Academic journals, incentives, and
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, social systems, and biology. Recent work includes evolutionary models of cooperation and methods for learning to cooperate against diverse opponents. Publications: http://garciajulian.com References García
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Training Program (RTP) Stipend https://www.monash.edu/study/fees-scholarships/scholarships/find-a-scholarship/research-training-program-scholarship#scholarship-details . Be inspired, every day Drive your own
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current value of $37,145AUD per annum 2026 full-time rate (tax-free stipend), indexed plus allowances as per RTP stipend scholarship conditions at: https://www.monash.edu/graduate-research/future-students
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semiconductors” (https://irtg-optexc.de/ ). As part of this program there is the opportunity for students to undertake fully funded joint degrees with the University of Bayreuth in Germany in the areas