Analysing Iterative Machine Learning Algorithms with Information Geometric Methods. Online machine learning problems arise from situations where data is provided a point at a time. There are many classical algorithms for solving such problems based on the principle of stochastic gradient descent. Recent research by the CIs and others have thrown up interesting but diverse geometric connections that offer new insights. The proposed research aims to integrate the understanding of these algori ....Analysing Iterative Machine Learning Algorithms with Information Geometric Methods. Online machine learning problems arise from situations where data is provided a point at a time. There are many classical algorithms for solving such problems based on the principle of stochastic gradient descent. Recent research by the CIs and others have thrown up interesting but diverse geometric connections that offer new insights. The proposed research aims to integrate the understanding of these algorithms with the aim of designing algorithms better able to exploit prior knowledge, and to extend existing algorithms to new problem domains thus offering well principled and well understood algorithms for solving a variety of novel online problems.Read moreRead less
Linkage Infrastructure, Equipment And Facilities - Grant ID: LE0453541
Funder
Australian Research Council
Funding Amount
$298,052.00
Summary
Raman Photonic Device Facility. We are seeking funding for an Raman Photonic Device Facility. This represents a new opportunity for Australia to become a world leader in the rapidly advancing area of Raman interactions in photonic devices covering both real-world application and fundamental physical research. The equipment request comprises ultrafast and high-power laser systems, forming a unique integrated facility within Australia. This facility will link Australia's premier research organizat ....Raman Photonic Device Facility. We are seeking funding for an Raman Photonic Device Facility. This represents a new opportunity for Australia to become a world leader in the rapidly advancing area of Raman interactions in photonic devices covering both real-world application and fundamental physical research. The equipment request comprises ultrafast and high-power laser systems, forming a unique integrated facility within Australia. This facility will link Australia's premier research organization in the area of photonics, including the University of Sydney, Macquarie University and The Australian National University.Read moreRead less