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foreign [Music] so today its really nice to have Tonya with us so Tony will share um with us some ideas regarding how to handle level noise so before the presentation uh let me just quickly say something about Antonio so Tony is the director of the Sydney AI Center at the University of Sydney please broadly into the institute in the fields of trustworthy machine learning and its applications across many disciplines and with a particular emphasis Im learning with the level noise with noise levels adversarial learning transfer learning and super learning and aesthetical deep learning theory basically he was also expert in learning theory we have been AC for many top conferences in machine learning including icml news iClear UI qbi easy card and kdv and he also received a discovery early career researcher award from Australian research Council and was named in the early Achievers leaderboard of engineering and computer science by the Australian in 2020 so its really nice to have you h