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。]
提供方
機器學習基石上 (Machine Learning Foundations)---Mathematical Foundations
国立台湾大学課程信息
您將獲得的技能
- Decision Stump
- Perceptron
- Machine Learning
- Vc Dimension
提供方

国立台湾大学
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.
授課大綱 - 您將從這門課程中學到什麼
第一講:The Learning Problem
what machine learning is and its connection to applications and other fields
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
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
第四講:Feasibility of Learning
learning can be "probably approximately correct" when given enough statistical data and finite number of hypotheses
審閱
- 5 stars92.88%
- 4 stars5.96%
- 3 stars0.57%
- 2 stars0.22%
- 1 star0.34%
來自機器學習基石上 (MACHINE LEARNING FOUNDATIONS)---MATHEMATICAL FOUNDATIONS的熱門評論
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.
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!
it gives me a different view of ml,it's a really rigorous course. Thanks
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.
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