منابع مشابه
Curriculum Learning in Reinforcement Learning
Transfer learning in reinforcement learning is an area of research that seeks to speed up or improve learning of a complex target task, by leveraging knowledge from one or more source tasks. This thesis will extend the concept of transfer learning to curriculum learning, where the goal is to design a sequence of source tasks for an agent to train on, such that final performance or learning spee...
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Curriculum learning (CL) or self-paced learning (SPL) represents a recently proposed learning regime inspired by the learning process of humans and animals that gradually proceeds from easy to more complex samples in training. The two methods share a similar conceptual learning paradigm, but differ in specific learning schemes. In CL, the curriculum is predetermined by prior knowledge, and rema...
متن کاملTeacher-Student Curriculum Learning
We propose Teacher-Student Curriculum Learning (TSCL), a framework for automatic curriculum learning, where the Student tries to learn a complex task and the Teacher automatically chooses subtasks from a given set for the Student to train on. We describe a family of Teacher algorithms that rely on the intuition that the Student should practice more those tasks on which it makes the fastest prog...
متن کاملTeaching learning methods of an entrepreneurship curriculum
Introduction: One of the most significant elements of entrepreneurshipcurriculum design is teaching-learning methods, which plays a key rolein studies and researches related to such a curriculum. It is the teachingmethod, and systematic, organized and logical ways of providing lessonsthat should be consistent with entrepreneurship goals and contents, andshould also be developed according to the...
متن کاملCurriculum Development Using Problem Based Learning Techniques
The ultimate purpose in designing a Curriculum should be to have an organized system of what is to be learned when an area of study is identified. The Curriculum Development should be designed in such a way that even the beginners are able to get a complete idea of the subject over a period of time on learning it. The curriculum should be as of that it should make him/her to get involved in kno...
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ژورنال
عنوان ژورنال: IEEE Transactions on Neural Networks and Learning Systems
سال: 2020
ISSN: 2162-237X,2162-2388
DOI: 10.1109/tnnls.2019.2934906