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Applying machine learning to improve genetic gain delivered from genomic selection in plant breeding

Machine learning is the next-generation solution to identifying patterns in large datasets and involves using computer science and statistics to analyse very large datasets. These datasets are too complex to uncover with traditional human-led analysis. This project will use large volumes of data (plot images, environmental, soil, crop yield, grain quality, single-nucleotide polymorphism data, weather and lidar) with the aim of providing a predictive tool or computational model to assist breeders increase genetic gain in a range of crops by finding the gene and environmental factors that maximise yield.

Project date

17 Feb 2020-16 Feb 2022

Project funded by

Multiple industries
Alternative protein Cereal grains Other rural industries Pulse grains

Grains Research and Development Corporation (GRDC)

GRDC's purpose is to invest in RD&E to create enduring profitability for Australian growers. We invest in projects and …
  • Location

    Australia

  • Organisation type

    Research funding body

Focus areas

Technology areas

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