To: |
B.Sc. students, Southeast University |

Number of students: |
59 |

Classroom: |
教六-104（周一）、教六-304（周五）, Jiulonghu Campus |

Class time: |
Monday 15:50-17:25, Friday 9:50-11:25, Monday 18:30-20:05 (biweekly, 单周); |

Textbook: |
Zhi-Hua Zhou, Machine Learning, Beijing:Tsanghua University Press, 2016 (周志华，机器学习，北京:清华大学出版社, 2016.) {Erratum} |

Instructor: |
Associate Researcher Tong Wei (weit@seu.edu.cn) |

Teaching Assistants: |
Jun-Xiang Mao (maojx@seu.edu.cn), Kai Gan (gank@seu.edu.cn) |

Grading: |
Final exam (60%) + Assignments (40%) |

Date |
Description |
Announcements |
Readings |
---|---|---|---|

February 27 | Introduction to Machine Learning [slides][slides] | [EXP1] [Template] [Due: March 2] | Rademacher Complexity and VC-Dimension |

March 3 | Introduction to Machine Learning (continued) [slides] | ||

March 6 | Model Evaluation and Selection, Linear Model [slides][slides] | ||

March 10 | Linear Model (continued) [slides] | Newton's Method & Gradient Descent | |

March 13 | Linear Model (continued), Suppport Vector Machine [slides][slides] | [EXP2] [dataset] [Template] [Due: March 27] | |

March 17 | Suppport Vector Machine (continued) [slides] | [理论作业1][Due: April 7] [Solutions] | KKT conditions |

March 20 | Suppport Vector Machine (continued), Neural Networks [slides][slides] | ||

March 24 | Neural Networks (continued) [slides] | ||

March 27 | Neural Networks (continued) [slides] | ||

March 31 | Neural Networks (continued) [slides] | ||

April 3 | Neural Networks (continued) [slides] | [EXP3] [data1] [data2] [data3] [Template] [Due: April 18] | |

April 7 | Decision Tree [slides] | ||

April 10 | Decision Tree (continued) [slides] | ||

April 14 | Decision Tree (continued) [slides] | [理论作业2][Due: May 4] [Solutions] | |

April 17 | 习题课 | ||

April 21 | Bayesian Model [slides] | ||

April 24 | Bayesian Model (continued) [slides] | ||

April 28 | Bayesian Model (continued) [slides] | [理论作业3][Due: May 18] [Solutions] | |

May 5 | Ensemble Methods [slides] | ||

May 8 | Ensemble Methods (continued) [slides] | ||

May 12 | Ensemble Methods (continued) [slides] | ||

May 15 | Clustering [slides] | [EXP4] [Template] [Due: May 29] | |

May 19 | Clustering (continued) [slides] | ||

May 22 | Clustering (continued) [slides] | Hierarchical Clustering | |

May 26 | Clustering (continued) [slides] | ||

May 29 | 习题课 | [理论作业4][Due: June 16] [Solutions] | |

June 2 | 习题课 | ||

June 5 | 习题课 | ||

June 9 | 复习 & 答疑 |

* all announcement dates are tentative and subject to change

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