课程信息
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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。]...
Globe

100% 在线课程

立即开始,按照自己的计划学习。
Calendar

可灵活调整截止日期

根据您的日程表重置截止日期。
Beginner Level

初级

Clock

Approx. 17 hours to complete

建议:5 hours/week...
Comment Dots

Chinese (Traditional)

字幕:Chinese (Traditional)...

您将获得的技能

Decision StumpPerceptronMachine LearningVc Dimension
Globe

100% 在线课程

立即开始,按照自己的计划学习。
Calendar

可灵活调整截止日期

根据您的日程表重置截止日期。
Beginner Level

初级

Clock

Approx. 17 hours to complete

建议:5 hours/week...
Comment Dots

Chinese (Traditional)

字幕:Chinese (Traditional)...

教学大纲 - 您将从这门课程中学到什么

Week
1
Clock
完成时间为 2 小时

第一講:The Learning Problem

what machine learning is and its connection to applications and other fields...
Reading
5 个视频(共 70 分钟), 5 个阅读材料
Video5 个视频
What is Machine Learning18分钟
Applications of Machine Learning18分钟
Components of Machine Learning11分钟
Machine Learning and Other Fields10分钟
Reading5 个阅读材料
NTU MOOC 課程問題詢問與回報機制1分钟
課程大綱10分钟
課程形式及評分標準10分钟
延伸閱讀10分钟
homework 010分钟
Week
2
Clock
完成时间为 1 小时

第二講:Learning to Answer Yes/No

your first learning algorithm (and the world's first!) that "draws the line" between yes and no by adaptively searching for a good line based on data...
Reading
4 个视频(共 61 分钟)
Video4 个视频
Perceptron Learning Algorithm (PLA)19分钟
Guarantee of PLA12分钟
Non-Separable Data12分钟
Week
3
Clock
完成时间为 1 小时

第三講:Types of Learning

learning comes with many possibilities in different applications, with our focus being binary classification or regression from a batch of supervised data with concrete features...
Reading
4 个视频(共 61 分钟)
Video4 个视频
Learning with Different Data Label18分钟
Learning with Different Protocol11分钟
Learning with Different Input Space14分钟
Week
4
Clock
完成时间为 2 小时

第四講:Feasibility of Learning

learning can be "probably approximately correct" when given enough statistical data and finite number of hypotheses...
Reading
4 个视频(共 60 分钟), 1 个测验
Video4 个视频
Probability to the Rescue11分钟
Connection to Learning16分钟
Connection to Real Learning18分钟
Quiz1 个练习
作業一40分钟

讲师

林軒田

教授 (Professor)
資訊工程學系 (Computer Science and Information Engineering)

关于 National Taiwan University

We firmly believe that open access to learning is a powerful socioeconomic equalizer. NTU is especially delighted to join other world-class universities on Coursera and to offer quality university courses to the Chinese-speaking population. We hope to transform the rich rewards of learning from a limited commodity to an experience available to all. More courses information, the official Facebook Page: https://www.facebook.com/ntumooc2017/...

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