开课单位--澳大利亚ICT卓越研究中心
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Living with Artificial Intelligence – How to stay Human[与人工智能生活-如何保持人类]
  Franz Zeller;Toby Walsh(澳大利亚ICT卓越研究中心) - "Computers outperform doctors at diagnosing your kid´s pneumonia." - "AI ends world hunger." - "Humans are lab rats...
热度：191

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Learning from Corrupted Binary Labels via Class-Probability Estimation[通过类概率估计从损坏的二进制标签中学习]
  Aditya Menon(澳大利亚ICT卓越研究中心) Many supervised learning problems involve learning from samples whose labels are corrupted in some way. For example, each sample may have some constan...
热度：20

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A Quasi-Newton Approach to Nonsmooth Convex Optimization[非光滑凸优化问题的拟牛顿法]
   Jin Yu(澳大利亚ICT卓越研究中心) We extend the well-known BFGS quasi-Newton method and its limited-memory variant (LBFGS) to the optimization of nonsmooth convex objectives. This is d...
热度：46

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Machine Learning Laboratory[机器学习实验室]
  Christfried Webers(澳大利亚ICT卓越研究中心) The first laboratory has not been recorded but has featured some hands on experiments with Elefant mainly concentrating on installing, using, and deve...
热度：93

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Introduction to Planning Domain Modeling in RDDL[在RDDL规划领域建模的介绍]
  Scott Sanner(澳大利亚ICT卓越研究中心) RDDL is the Relational Dynamic Influence Diagram Language, the domain modeling language used in the ICAPS 2011 International Probabilistic Planning Co...
热度：143

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Group Theory in Machine Learning[机器学习中的群体理论]
  Marconi Barbosa(澳大利亚ICT卓越研究中心) This course covers diverse aspects of the role played by symmetry in pattern analysis and machine learning. It is designed to provide background knowl...
热度：36

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From Manifold to Manifold: Geometry-Aware Dimensionality Reduction for SPD Matrices[从流形到流形：SPD矩阵的几何感知降维]
   Mathieu Salzmann(澳大利亚ICT卓越研究中心) Representing images and videos with Symmetric Positive Definite (SPD) matrices and considering the Riemannian geometry of the resulting space has prov...
热度：229

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Sun, Surf and Automation: A Decade of Field Robotics in Australia[太阳、冲浪和自动化：澳大利亚野外机器人技术的十年]
  Hugh Durrant-Whyte(澳大利亚ICT卓越研究中心) Research work focuses on robotics and sensor networks. His work in applications includes automation in cargo handling, surface and underground mining,...
热度：40

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Combining Discriminative and Generative Methods for 3D Deformable Surface and Articulated Pose Reconstruction[结合3D表面和关节姿态重建的判别和生成方法]
  Mathieu Salzmann(澳大利亚ICT卓越研究中心) Historically non-rigid shape recovery and articulated pose estimation have evolved as separate fields. Recent methods for non-rigid shape recovery hav...
热度：37
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