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+fortified+by+the+innovative+Private+Learning+Intelligence+(PLI)+framework.+The+proposed+PLI+framework+leverages+federated+machine+learning+(FL)+techniques+to+autonomously+construct+and+continuously+refine+personalized+learning+models+for+individual+learners%252C+ensuring+robust+privacy+protection.+Our+approach+is+pivotal+in+advancing+DLE+capabilities%252C+empowering+learners+to+actively+participate+in+personalized+real-time+learning+experiences.+The+integration+of+PLI+within+a+DLE+also+streamlines+instructional+design+and+development+demands+for+personalized+teaching%252Flearning.+We+seek+ways+to+establish+a+foundation+for+the+seamless+integration+of+FL+into+learning+systems%252C+offering+a+transformative+approach+to+personalized+learning+in+digital+environments.+Our+implementation+details+and+code+are+made+public.&cdnurl=https%3a%2f%2fth.bing.com%2fth%2fid%2fR.590bd61dfd3e8eb1ce612105cd4aa3f3%3frik%3dltWoI2THWsPJRw%26pid%3dImgRaw%26r%3d0&exph=630&expw=1200&q=Personalized+Learning+Models&FORM=IRPRST&ck=60B1120A51BE6B6234F1FDB96A6128DE&selectedIndex=13&itb=0)
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