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Wei Ao's Projects

deep-learning-learning-notes icon deep-learning-learning-notes

《深度学习》因封面为一簇花丛又称“花书”,是由深度学习领域老、中、青三代结合而成的经典之作,被业界尊称为“AI圣经”。其中Yoshua Bengio为深度学习的三驾马车之一,Ian Goodfellow因发明了GAN而闻名,最后Aaron Courville为青年研究者。花书从应用数学基础开始,围绕着神经网络拓展开来,因此相较于《机器学习》全面介绍不同类型的算法,花书可以看作为神经网络章节的延伸,从深度前馈神经网络,到卷积神经网络,再到循环神经网络,以及辅助神经网络训练调参的正则化、优化方法、实践策略。记录了本人在学习过程中的核心知识点以及辅助理解的拓展知识点,希望能帮助大家打开深度学习新世界的大门。

kmodes icon kmodes

Python implementations of the k-modes and k-prototypes clustering algorithms, for clustering categorical data

machine-learning-learning-notes icon machine-learning-learning-notes

周志华《机器学习》又称西瓜书是一本较为全面的书籍,书中详细介绍了机器学习领域不同类型的算法(例如:监督学习、无监督学习、半监督学习、强化学习、集成降维、特征选择等),记录了本人在学习过程中的理解思路与扩展知识点,希望对新人阅读西瓜书有所帮助!

seven-sorting-methods icon seven-sorting-methods

实现了常用的排序算法,包括:冒泡排序、直接插入排序、直接选择排序、希尔排序、归并排序、快速排序、堆排序,基于python 3 编程实现

tensorflow icon tensorflow

Computation using data flow graphs for scalable machine learning

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