Weekly outline

    《尊重智慧財產權，請使用正版教科書，勿非法影印書籍及教材，以免侵犯他人著作權》

    【瀏覽課程大綱Syllabus】【列印Print】

  • General

  • 1. 14 September - 20 September

    Coding skill pretest

    Introduction to the course

    How to pass the course.

    • 2. 21 September - 27 September

      Lib & Coding requirements verification

      Basic Linear algebra

      Basic Probability & Statistic

       

      • 3. 28 September - 4 October

        Introduction to machine learning

        Assignment-1: Data Parsing

        • 4. 5 October - 11 October

          Supervise learning

          • 5. 12 October - 18 October

            Linear classification model
            Regression and classification

             

            • 6. 19 October - 25 October

              Bayesian decision theory

              [公告]

              每個禮拜二、三、四的晚上7點 到晚上9點 在cm312實驗室都會有助教留守

              在課業上有問題的同學可以在這個時間去找助教問問題

              助教們的位置在312一進門的左手邊

              • 7. 26 October - 1 November

                LinearClassifiers.part3

                SVM part1

                • 8. 2 November - 8 November

                  Dimensionality reduction

                  Clustering

                  [通知]

                  今日機器學習臨時停課，老師會在錄影上傳至學習平台

                  • 9. 9 November - 15 November

                    Midterm

                    [期中考試規範]

                    考試時間1:30 - 3:00 (1.5小時)

                    原教室考試 CM211

                    open book (能帶任何紙本參考資料) 不能用手機、電腦 

                    *遲到30分鐘不得考試

                    • 10. 16 November - 22 November

                      SVM part2

                      • 11. 23 November - 29 November

                        [公告]今日延後到1點上課

                        Features and Evaluation

                         

                        • 12. 30 November - 6 December

                          Multiclass Classifier

                          Ensemble Learning

                          • 13. 7 December - 13 December

                            Invited Talk: Ms. Hsu

                            Topic: From finance to data science

                            [公告]今日業師上課時間為1：30開始 請各位同學準時抵達

                            • 14. 14 December - 20 December

                              Ensemble learning
                              Combining multiple leaners

                              [公告]明日(12.14)課程改至下午2.30由助教說明作業Multiclass classification(AVA、divide-and-conquer)，仍視為上課，請同學出席

                              [15:00-15:20] 助教講解AVA、Divide-and-conquer 範例

                              Assignment 6: TBD

                              • 15. 21 December - 27 December

                                Ensemble learning - Random Forest & XGBoost & LightGBM

                                • 16. 28 December - 3 January

                                  [公告]期末報告順序如檔案內所示，請各位可以開始準備

                                  How to win the challenge:
                                  Introduction to Data analysis and science

                                  Assignment 7: TBD

                                  • 17. 4 January - 10 January

                                    Final Project Report
                                    Poster / Oral Session

                                    • 18. 11 January - 17 January

                                      [公告]
                                      1.ML期末報告開放延長至12號23:59，還沒繳交的組別記得上傳期末報告。
                                      2.成績預計星期三會公布，對成績有問題的同學需在星期五下午五點前詢問分數，查核完畢就送出不再接受修改。
                                       
                                      Final Project Report
                                      Poster / Oral Session