/MachineLearningFoundations

**大学林轩田教授-《机器学习基石》

台大林轩田老师 2018秋
机器学习基石课程笔记

2019年3月29日11:19:17 始

时间进度表

  • [Lecture 1 The Learning Problem](Foundations/Lecture 1 The Learning Problem "The Learning Problem")
      plan time: 2019-03-29 - 2019-03-31
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      reason: 完成东大研一下实训，项目发布，团建活动。

  • [Lecture 2 Learning to Answer Yes or No](Foundations/Lecture 2 Learning to Answer Yes or No "Learning to Answer Yes or No")
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  • [Lecture 3 Types of Learning](Foundations/Lecture 3 Types of Learning "Types of Learning")
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  • [Lecture 4 Feasibility of Learning](Foundations/Lecture 4 Feasibility of Learning "Feasibility of Learning")
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  • [Lecture 5 Training versus Testing](Foundations/Lecture 5 Training versus Testing "Training versus Testing")
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  • [Lecture 6 Theory of Generalization](Foundations/Lecture 6 Theory of Generalization "Theory of Generalization")
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  • [Lecture 7 The VC Dimension](Foundations/Lecture 7 The VC Dimension "The VC Dimension")
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  • [Lecture 8 Noise and Error](Foundations/Lecture 8 Noise and Error "Noise and Error")
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  • [Lecture 9 Linear Regression](Foundations/Lecture 9 Linear Regression "Linear Regression")
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  • [Lecture 10 Logistic Regression](Foundations/Lecture 10 Logistic Regression "Logistic Regression")
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  • [Lecture 11 Linear Models for Classification](Foundations/Lecture 11 Linear Models for Classification "Linear Models for Classification")
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  • [Lecture 12 Nonlinear Transformation](FoundationsLecture 12 Nonlinear Transformation "Nonlinear Transformation")
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  • [Lecture 13 Hazard of Overfitting](Foundations/Lecture 13 Hazard of Overfitting "Hazard of Overfitting")
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  • [Lecture 14 Regularization](Foundations/Lecture 14 Regularization "Regularization")
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  • [Lecture 15 Validation](Foundations/Lecture 15 Validation "Validation")
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  • [Lecture 16 Three Learning Principles](Foundations/Lecture 16 Three Learning Principles "Three Learning Principles")
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