返回到 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。]

状态:Classification Algorithms
状态:Model Evaluation
初级课程小时

精选评论

IW

5.0评论日期:Nov 18, 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...

EC

5.0评论日期:Dec 1, 2017

Base on very fundamental concepts of the Machine Learning.

ZL

4.0评论日期:Aug 26, 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。

MC

5.0评论日期:Feb 18, 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.

BB

5.0评论日期:Aug 25, 2019

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

SS

5.0评论日期:Jul 22, 2017

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

FF

5.0评论日期:Apr 19, 2018

Best course for the learners with some concepts of machine learning

AW

5.0评论日期:Jan 15, 2025

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

CC

5.0评论日期:Oct 5, 2021

R​eally great theoretical ML course! And it is really hard lol~

NN

5.0评论日期:May 25, 2018

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

JG

4.0评论日期:Aug 17, 2017

許多名詞似乎是自創新詞,但都能很好地描述ML的理論課程的統計很吃重,難度的分配有些不均勻整體來說是非常適合有數學底子學生的扎實入門課程

TT

5.0评论日期:Mar 3, 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.

所有审阅

显示:20/164

Ming-Chieh Chang
5.0
评论日期:Feb 18, 2018
敖勇刚
5.0
评论日期:Oct 19, 2017
GoldenTeeth CN
1.0
评论日期:Jun 11, 2018
Sidney Nash
5.0
评论日期:Nov 15, 2018
林Lin智海Chihhai
5.0
评论日期:Jun 12, 2018
王中兴
5.0
评论日期:May 17, 2018
鄭祐銓
5.0
评论日期:Jan 31, 2021
Jack Wang
5.0
评论日期:Feb 6, 2022
ChaoLin
5.0
评论日期:Oct 24, 2018
陈千奔
5.0
评论日期:May 11, 2019
cyxin
5.0
评论日期:Jun 1, 2018
LiXiang
5.0
评论日期:Jun 23, 2018
Hong Hu
5.0
评论日期:Feb 9, 2019
t_xinxishijie
5.0
评论日期:Mar 4, 2018
Yi Zhao
5.0
评论日期:Sep 14, 2019
Ian Wang
5.0
评论日期:Nov 18, 2017
黄东晓
5.0
评论日期:Jan 13, 2018
杨之龙
5.0
评论日期:Jan 24, 2018
Sbusiso Lushaba
5.0
评论日期:May 12, 2023
Minglu Zhang
5.0
评论日期:Aug 28, 2018