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March

Csiro Postdoctoral Fellowship - Lightweight Models For Edge Ai

Private Company - Pullenvale, QLD

Biotech, R&D, Science
Source: uWorkin

Source: uWorkin

JOB DESCRIPTION

  • Use your research skills to focus on creating integrated sensing, AI/ML and telemetry technologies
  • Translate research technologies to commercial outcomes
  • Join Data61, the Digital Innovation Arm of Australia's Largest Science Agency, the CSIRO

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.

The Distributed Sensing Systems (DSS) Group is one of the leading large-scale sensing groups in the world, based in Brisbane, Queensland, Australia.

The position sits within the DSS group as part of a strategic and integrated research effort on machine learning/AI models for the aforementioned distributed/edge environments, through techniques that include but are not limited to: model design, model distillation, model quantization, distributed training etc. The candidate will investigate new models and algorithms for multi-modal learning that harness the power of a variety of sensory signals including videos, accelerations, kinetic energy harvesting etc. 

Your duties will include:

  • Obtaining an overview of the group’s research and engineering landscape and understanding the key underlying scientific challenges.
  • Developing graph-based learning algorithms that help solve these scientific challenges and potentially fit into the distributed/edge computational environment.
  • Carrying out evaluation of the developed software to demonstrate its competitiveness and fitness for purpose, taking responsibility for functionality, performance and robustness.

Location: Pullenvale, Queensland
Salary: AU$86k - AU$94k plus up to 15.4% superannuation
Tenure: Specified term of 3 years
Reference: 70855

To be considered you will need:

  • A doctorate (or will shortly satisfy the requirements of a PhD) in a relevant discipline area, such as machine learning, artificial intelligence, computer vision, computer science, statistics, data analytics, applied mathematics or applied physics.. Please note: To beeligible for this role you must have no more than 3 years (or part-time equivalent) of postdoctoral research experience.
  • Solid knowledge of machine learning (preferably in lightweight deep learning models) and statistics, and the ability to implement (lightweight) models with machine learning toolkits such as TensorFlow/TensorFlow Lite, on edge AI devices.
  • Demonstrated experience in models simplification using techniques such as model/knowledge distillation, binarization etc.

For full details about this role please view the Position Description

Eligibility

The successful applicant will be required to obtain and provide a National Police Check or equivalent.

Applicants must be Australian/New Zealand citizens, Australian Permanent Residents or Australian temporary residents currently residing in Australia.

We are committed to the safety and wellbeing of all children and young people.

Please apply online at: CSIRO Postdoctoral Fellowship - Lightweight Models for Edge AI