Csiro Postdoctoral Fellowship in Distributed

2 weeks ago

Brisbane, Queensland, Australia CSIRO Full time

Acknowledgement of Country:


CSIRO acknowledges the Traditional Owners of the land, sea and waters, of the area that we live and work on across Australia.

We acknowledge their continuing connection to their culture and pay our respects to their Elders past and present. View our vision towards reconciliation

The Opportunity:

-
Do you have a PhD in computer science, engineering, mathematics or a similar discipline?:


  • Like the sound of developing and deploying AI algorithms and workflows for underwater ocean sensing?**:
-
Join our world-leading Distributed Sensing Systems group in this 2-year
postdoctoral role


CSIRO Early Research Career (CERC) Postdoctoral Fellowships provide opportunities to scientists and engineers who have completed their doctorate and have less than three years of relevant postdoctoral work experience.

These fellowships aim to develop the next generation of future leaders of the innovation system.


We are seeking a talented and motivated CERC Fellow to join our Distributed Sensing Systems (DSS) group, which is a world-leading research group specialised on large-scale, decentralized, and intelligent sensing technologies.


  • The main research area of the CERC Fellow will be machine learning (ML)/AI for ondevice processing/edge computing. They will develop new concepts, algorithms, and software tools to speed up the development of ondevice analytics for ocean survey sensor platforms.
The main objectives include analytics for multi-modal data streams, such as video, motion, and location:

  • Automation of the data annotation using ML models, weakly/semi-supervised training of ML algorithms, and active learning based on human input
  • Incorporation of position and location timeseries data to improve visionbased ML models, for example, through reconstruction of metric dimensions of objects.
  • The CERC Fellow will be exposed to a range of datasets from reallife ocean surveys collected for different scientific and industrial purposes.

Your duties will include:

  • Obtaining an overview of the group's research and engineering landscape and understanding the key underlying scientific challenges.
  • Developing ML/AI solutions that help tackle these scientific challenges and are suitable for ondevice processing or edge computing.
  • Implementing and evaluating the developed algorithms and methods efficiently using Python libraries such as scikitlearn, TensorFlow, and PyTorch.
  • Liaising with the engineers to execute the validated algorithms and tools on the appropriate embedded systems or edge computing platforms.

Location:
Brisbane, Queensland

Salary:
AU$92k - AU$101k plus up to 15.4% superannuation

Tenure:
Specified term of 2 years

Reference: 91450

To be considered you will need:

  • A doctorate (or will shortly satisfy the requirements of a PhD) in a relevant discipline area, such as computer science, engineering, mathematics, or similar discipline

Please note:

To be_ _eligible for this role you must have at least one year of relevant research experience, but no more than four years (or full-time equivalent) of postdoctoral research experience_.

_

  • Solid understanding of machine learning principles and ability to conceive and develop theoreticallysound machine learning algorithms and evaluate them using Python libraries such as scikitlearn, TensorFlow, or PyTorch.
  • Strong experience in performing visual recognition in multimodal sensory data including 2D images and 3D pointclouds (or depth images).
For full details about this role please view the
Position Description

Eligibility:

Flexible Working Arrangements:

We work flexibly at CSIRO, offering a range of options for how, when and where you work.

Diversity and Inclusion:


We are working hard to recruit people representing the diversity across our society, and ensure that all our people feel supported to do their best work and feel empowered to let their ideas flourish.


About CSIRO:

At CSIRO Australia's national science agency, we solve the greatest challenges through innovative science and technology.

We put the safety and wellbeing of our people above all else and earn trust everywhere because we only deal in facts.

We collaborate widely and generously and deliver solutions with real impact.

CSIRO is committed to values-based leadership to inspire performance and unlock the potential of our people.

Join us and start creating tomorrow today

How to Apply:

Applications Close:

02 April 2023, 11:00pm AEDT

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