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Voltar para 機器學習基石上 (Machine Learning Foundations)---Mathematical Foundations

機器學習基石上 (Machine Learning Foundations)---Mathematical Foundations, Universidade Nacional de Taiwan

4.9
559 classificações
104 avaliações

Informações sobre o curso

Machine learning is the study that allows computers to adaptively improve their performance with experience accumulated from the data observed. Our two sister courses teach the most fundamental algorithmic, theoretical and practical tools that any user of machine learning needs to know. This first course of the two would focus more on mathematical tools, and the other course would focus more on algorithmic tools. [機器學習旨在讓電腦能由資料中累積的經驗來自我進步。我們的兩項姊妹課程將介紹各領域中的機器學習使用者都應該知道的基礎演算法、理論及實務工具。本課程將較為著重數學類的工具,而另一課程將較為著重方法類的工具。]...

Melhores avaliações

por LL

Jun 24, 2018

This course give a theoretical analysis of machine learning,though there is not much introduction of algorithm in detail,but this helped me open a new door of machine learning.

por TT

Mar 04, 2018

I am very grateful to the teacher for bring me to the world of Machine Learing. I am new in the field. I will try my best to learn the basic knowledge of ML.

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103 avaliações

por Hong Hu

Feb 09, 2019

Other course only tells me how to use ML but this course tells me to how to deep-in understand ML foundations. I am very grateful to the teacher, 林軒田. Thank you soooo much.

por ZIAN XU

Jan 13, 2019

Instructions were clear and good. I might just need to review it more times, but the first time I did feel that sometimes we've gone way into the weeds with the math and I lost the big picture - why are we looking at this equation to begin with? Maybe what would be beneficial is to have a concrete example that threads through the entire class and refer back to it to illustrate why we care about certain properties.

por dalaozi

Dec 24, 2018

非常有用,之后会继续学习技法的

por Yixin Bao

Dec 14, 2018

感谢老师~^_^

por 蔡侑霖

Dec 09, 2018

非常優秀的課程

por 林群崴

Dec 05, 2018

作業很難,TA人很好

por Sidney Nash

Nov 16, 2018

机器学习的数学和统计学基础本是让人望而生畏的部分,但林老师的讲解深入浅出,循序渐进,在有限的时间内让我领略了机器学习背后的原理,为后续学习机器学习算法增加了信心,非常感谢林老师的课程!

por An Wang

Nov 11, 2018

讲的很好,但是真的是非常基石了,前面8讲只讲了一个PLA算法也是醉了

por ChaoLin

Oct 25, 2018

基石上是很基础的一些知识,VC等等,不过我觉得作为想搞应用的人来说,这些底层数学原理不用学的那么详细,理解含义和思想即可,但是知道这些还是必须的!

por 邓磊

Oct 24, 2018

很不错,要是细节推导可以再讲多一点就更完美了,谢谢林老师的付出!