Phd Scholarship Opportunities at Macquarie

2 weeks ago

Macquarie Park, Australia Macquarie University Full time

PhD Scholarships:
AI/Data Science/Machine Learning Frontiers
Ph.
D.

scholarships and postdoctoral fellowships are available for talented and well-motivated students and fellows to study high-quality and original AI, data science and machine learning problems.

You are expected to work in the Data Science Lab with strong research culture and demonstrated impact to address foundational issues in deeply and completely understanding complex data, behavior, and systems, and to create cutting-edge and significant theories, algorithms, models and tools for advanced AI, data science, advanced analytics, shallow and deep machine learning, and applied statistics.

Research topics of interest include but are not limited to:

  • Applied statistics and modeling
  • Advanced optimization theories
  • Shallowtodeep nonIID learning
  • Shallowtodeep representation and learning of complex data, behaviors and systems
  • Deep Bayesian learning and deep variational learning
  • Representation and learning of poorquality data, behaviors and systems
  • Representation and learning of ultrahigh dimensional data, behaviors and systems
  • Representation and learning of complex relations, couplings and interactions
  • Representation and learning of hierarchical and dynamic heterogeneities
  • Learning dynamic and highdimensional uncertainties and dependencies
  • Deep modeling of complex occurring and nonoccurring behaviors
  • Learning semantic and syntactic complexities in natural language, text and documents
  • Large multimodal models
  • Humanoid AI and AI robots

PhD Scholarships:
Enterprise AI/Data Science/Machine Learning Innovation
Research topics of interest include but are not limited to:

  • Business, social, economic analytics and informatics
  • Behavioral AI, analytics, computing and informatics
  • Enterprise data representation and learning
  • Cloud analytics of enterprise complex data
  • Learning low and poorquality enterprise data
  • Multisource and multimodal data analytics
  • Analyzing largescale, dynamic, highdimensional and sparse data
  • Modeling and analytics of complex behaviors
  • Actionable and explainable machine learning for enterprise
  • Analyzing, querying and recommending text and documents
  • Long/short textbased semantic representation for queryanswering and chatbot
  • Detecting complex anomalies, frauds, exceptions, and risks
  • Risk and compliance analytics of enterprise problems
  • AI in FinTech and financial data analytics
  • AI in digital health and care
  • Enterprise data science in the public sector
  • Enterprise data science in private sectors

Intake, Scholarship, and Inquiries

  • Your full resume
  • Your research plan (start/end dates, research significance, issues, tasks, methods, and expected outcomes etc.)
  • Your publications (including three selected papers with your major contributions if applicable)
  • Connection between your research plan and the relevant work in the Lab

Pay:
$32,000.00 per year

Schedule:

  • Monday to Friday

Work Authorisation:

  • Australia (preferred)

Work Location:
In person

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