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Parthiban Prakash presents the current state of genomic prediction application in the rice program at IRRI located in the Philippines. Prakash covers the application of GS to increase accuracy and change selection intensity in the IRRI rice program, discusses current plans to reduce cycle time and the challenges of implementing GS in an on-going program. About this training: Genomic selection/prediction is becoming an important tool to maximize genetic gain in breeding programs. The method provides multiple ways to improve different aspects of the breeders’ equation. In this training, the basics of genomic selection are explained and the different scenarios where the methodology can be used are presented. Experts from the CGIAR system including CIMMYT, IRRI, and ICRISAT present case example on the proper deployment of GS in running programs. Recorded during the workshop "Basics of Genomic Selection: Towards increasing selection accuracy, selection intensity and reducing cycle time in self and cross-pollinated crops," 9-11 August 2021. Organized and coordinated by Sanjay Katiyar, EiB ICAR project coordinator.