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

機器學習基石下 (Machine Learning Foundations)---Algorithmic 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 second course of the two would focus more on algorithmic tools, and the other course would focus more on mathematical 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。本課程將較為著重方法類的工具,而另一課程將較為著重數學類的工具。]

Status: Machine Learning
Status: Data Validation
IntermediateCourse9 hours

Featured reviews

RR

5.0Reviewed Apr 14, 2018

A perfect course in spite of a little in-digestibility .

GG

5.0Reviewed Aug 12, 2020

I learned machine learning theory from this course. This is very useful.

JJ

5.0Reviewed Oct 2, 2018

很好的课程,更加注重算法的理论推导,当然也不乏运用的技巧。之前看过吴恩达老师的机器学习课程,感觉林老师这门课更加的深入,吴恩达老师的课省去了公式的推导,更偏向工程的实践,两门课可以算是相辅相成的。

CL

5.0Reviewed Apr 17, 2018

林老師的課不僅聽起來比較清晰易懂,並且深度足夠(比Andrew Ng的課而言深度要大不少),值得多次聽講。作業質量也比較高,能夠有很好的鍛煉效果。期待後續的技法課程能夠在coursera上面公佈。

KJ

5.0Reviewed Oct 26, 2021

The course is moderately difficult and challenging

HL

5.0Reviewed Dec 4, 2017

What an amazing course! I hope professor can give new courses in the future and cover more practical things with so hard theoretical things.

TT

5.0Reviewed Mar 14, 2018

Very interesting course for me! I love it very much.

CC

5.0Reviewed Oct 7, 2021

R​eally great theoretical machine learning course!

WB

5.0Reviewed Jun 6, 2018

good explaination the foundation of all ML models

All reviews

Showing: 20 of 60

Chenyu Liu
5.0
Reviewed Apr 18, 2018
Yijie Qiu
5.0
Reviewed Nov 26, 2018
Jeff
5.0
Reviewed Oct 3, 2018
Jack Wang
5.0
Reviewed Feb 6, 2022
Jeremy Liu
5.0
Reviewed Dec 3, 2017
Ho Kwan
5.0
Reviewed Jun 5, 2019
Aditya Nemani
1.0
Reviewed Feb 17, 2021
ZIAN XU
5.0
Reviewed Feb 4, 2019
Harry Liao
5.0
Reviewed Dec 5, 2017
刘志伟
5.0
Reviewed Apr 13, 2019
徐森
5.0
Reviewed Nov 17, 2019
guanghaoli
5.0
Reviewed Aug 13, 2020
Ryan
5.0
Reviewed Apr 15, 2018
t_xinxishijie
5.0
Reviewed Mar 14, 2018
kuo jason1
5.0
Reviewed Oct 27, 2021
cornell
5.0
Reviewed Oct 8, 2021
Wang Binyu
5.0
Reviewed Jun 6, 2018
刘沛奇
5.0
Reviewed Feb 28, 2021
Garfield
5.0
Reviewed Jun 19, 2019
Tse-Yu Lin
5.0
Reviewed Feb 18, 2018