Back to 機器學習基石上 (Machine Learning Foundations)---Mathematical Foundations
National Taiwan University

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

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。]

Status: Statistical Machine Learning
Status: Probability & Statistics
BeginnerCourse10 hours

Featured reviews

IW

5.0Reviewed Nov 19, 2017

Thank Prof. Lin and coursera for providing me with the platform and courses to make me better. Last but not least, the quiz is quite difficult...

MC

5.0Reviewed Feb 19, 2018

The speaker explains the ML in very clear and easier to understand way. I believe everyone can understand if he/she follow the course.

EC

5.0Reviewed Dec 2, 2017

Base on very fundamental concepts of the Machine Learning.

AW

5.0Reviewed Jan 16, 2025

Some homework problems are too hard to solve... But I do enjoy studying ML.

BB

5.0Reviewed Aug 26, 2019

Good course, which help me understand mathematical foundations about machine learning!

CC

5.0Reviewed 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!

ZC

5.0Reviewed Sep 26, 2022

了解到​ "為什麼" ML 可以學習, i.e. by VC-bound, 讓我對這門科目有更深一層的認識這與會很多ML方法是不同層次的感受​, 謝謝林軒田教授精彩的授課!

FF

5.0Reviewed Apr 20, 2018

Best course for the learners with some concepts of machine learning

SS

5.0Reviewed Jul 23, 2017

Very Very wonderful course of theory about machine Learning, Very useful, thank you.

LL

5.0Reviewed Mar 25, 2018

it gives me a different view of ml,it's a really rigorous course. Thanks

ZL

4.0Reviewed Aug 27, 2020

林老师这部分课程内容偏理论,对数理基础有一定的要求。每次作业题需要认真思考,作业后面的编程部分也能锻炼实践能力,进一步巩固所学习的理论知识。总体来说质量不错,不过希望老师以后能以后对课件里面的问题进行总结的时候可以不用太story-like,或者说更简练一点,我认为这样可以有助于学习暂停视频并好好理解。

NN

5.0Reviewed May 26, 2018

hope there are more exercises, some problems seem to be too hard to understand...

All reviews

Showing: 20 of 164

Ming-Chieh Chang
5.0
Reviewed Feb 19, 2018
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Reviewed Oct 20, 2017
GoldenTeeth CN
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