Personalized learning optimization method, device and system and storage medium

Abstract

The invention relates to a personalized learning optimization method, device and system and a storage medium. According to the embodiment of the invention, the learning efficiency and effectiveness oflearners are improved to the maximum extent through artificial intelligence and machine learning; a learning plan is associated with the familiarity of a learner to a to-be-learned word; planning thetime of learning each word by the learner according to the familiarity of the learner to the words to be learned; meanwhile, a method for calculating the familiarity of the learner to the learned words is provided; and the familiarity is estimated by tracking the known word set and calculating the probability that the user knows the words to be learned under the condition that the known word setis given, so that a learner has enough time to learn and review the unfamiliar words, and for the familiar words, the learner can save time and energy and improve the learning efficiency of the learner.

Description

technical field [0001] The present invention relates to the technical field of word learning, in particular to a method, device, system and storage medium for personalized learning optimization. Background technique [0002] Whether native or non-native, having a large enough vocabulary is an important part of learning a language. The usual way to increase a learner's vocabulary is to take vocabulary courses or reading comprehension courses. In these courses, content design specialists usually use their professional experience to select the most appropriate words in the age group of school-aged children, or to test children or adult learners to see what level they are at. In either case, though, it is difficult to personalize the curriculum for each user, e.g. it is difficult to decide whether a particular word should be included in a particular learner's learning plan. [0003] Traditionally, public schools or after-school learning centers divide learners into different c...

AI Technical Summary

Problems solved by technology

The obvious problem is that in any course, for a given learner, some words are already known, and it is a waste of time to spend time on these known words

For words that you don’t know, the difficulty level is different for different people, and it is easy to waste time if you spend an average of effort to learn each word.

Images