Collection of links to get into the topic. Have fun :)
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Seminar about federated learning from Cambridge: https://www.cl.cam.ac.uk/seminars/wednesday/video/2024-1500-t221089.html
Lecture about distributed computing from MIT: https://youtube.com/playlist?list=PLrw6a1wE39_tb2fErI4-WkMbsvGQk9_UB
Lecture about machine learning from Standord: https://youtube.com/playlist?list=PLoROMvodv4rMiGQp3WXShtMGgzqpfVfbU
Good classification of different degrees of decentrality for machine learning: https://arxiv.org/pdf/2306.01603