Overview:Lifelong Machine Learning - Synthesis Lectures on Artificial Intelligence and Machine Learning - Lifelong Machine Learning (or Lifelong Learning) is an advanced machine learning paradigm that learns continuously, accumulates the knowledge learned in previous tasks, and uses it to help future learning. In the process, the learner becomes more and more knowledgeable and effective at learning. This learning ability is one of the hallmarks of human intelligence. However, the current dominant machine learning paradigm learns in isolation: given a training dataset, it runs a machine learning algorithm on the dataset to produce a model. It makes no attempt to retain the learned knowledge and use it in future learning. Although this isolated learning paradigm has been very successful, it requires a large number of training examples, and is only suitable for well-defined and narrow tasks. In comparison, we humans can learn effectively with a few examples because we have accumulated so much knowledge in the past which enables us to learn with little data or effort. Lifelong learning aims to achieve this capability. As statistical machine learning matures, it is time to make a major effort to break the isolated learning tradition and to study lifelong learning to bring machine learning to new heights. Applications such as intelligent assistants, chatbots, and physical robots that interact with humans and systems in real-life environments are also calling for such lifelong learning capabilities. Without the ability to accumulate the learned knowledge and use it to learn more knowledge incrementally, a system will probably never be truly intelligent. This book serves as an introductory text and survey to lifelong learning.
This book is on page /d6967fe9748d6dc60a6682f497bcfd1c/book/1603728617-9781627055017. It was written by the following authors: Bing Liu, Zhiyuan Chen. Book Lifelong Machine Learning - Synthesis Lectures on Artificial Intelligence and Machine Learning, which can be read online, published by the company: Morgan & Claypool Publishers. Other books on similar topics can be found in sections: Internet, Computing. The book was published on 2016-11-30 00:00:00. It has 145 pages and is published in Paperback format and weight 263 g. File for download Lifelong Machine Learning - Synthesis Lectures on Artificial Intelligence and Machine Learning has PDF format and is called lifelong-machine-learning-synthesis-lectures-on-artificial-intelligence-and-machine-learning.pdf. Other books you can download below. Our sittindonesia.org site is not responsible for the content of PDF files.
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