Download LDA漫游指南 PDF Free - Full Version
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About LDA漫游指南
LDA模型是著名的主题模型,自从发明以来,一直得到学术界和工业界的广泛重视。因此LDA以其经典性,其实用性是学习机器学习时不得不学的技术,但是LDA本身也涉及了概率论和数理统计的背景,使得这个技术本身不是那么浅显易懂,非得拿出搞研究学习的劲头,下一番功夫,才能尝到甜头。这本书完整而细致地解剖了LDA主题模型主流的Gibbs Sampling方法和变分推断法。 这个技术由于使用了概率论和数理统计的知识,考虑到了有些读者数学基础不是很扎实,因此会先将前置知识和背景知识介绍给读者,以打好读者的基础,在推导过程中,作者会写出很多技术细节部分,以不放弃任何一名潜在的读者的态度帮助理解。本书面向的读者应该是有一定数学基础的大学生,应该接触过简单的一元微积分知识,阅读本书,体验算法之美,是需要一定的毅力的,我不会将本书推荐给一位没有毅力的读者。
Detailed Information
| Author: | 马晨 |
|---|---|
| Publication Year: | 2019 |
| Language: | other |
| File Size: | 4.2059 |
| Format: | |
| Price: | FREE |
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