Scientific Computing (科學計算)

Roger Jang (張智星)

Schedule of Spring 2020

[Week01, 2020/03/03] [Week02, 2020/03/10] [Week03, 2020/03/17] [Week04, 2020/03/24] [Week05, 2020/03/31] [Week06, 2020/04/07] [Week07, 2020/04/14] [Week08, 2020/04/21] [Week09, 2020/04/28] [Week10, 2020/05/05] [Week11, 2020/05/12] [Week12, 2020/05/19] [Week13, 2020/05/26] [Week14, 2020/06/02] [Week15, 2020/06/09]

Note that the schedule will be updated as we move on.

2020/03/03
Agenda
- Introduction to the course: slides, recording
- Just for your reference, some of the matrix formulas used in this class:
  - Matrix formulas: slides, recordings ( 2017, 2016)
Assignment
1. Join Scientific Computing at Facebook
2. Install software
  - MATLAB: CSIE students, non-CSIE students
  - Python: [Day01] 認識python
3. Run through all examples in the following take-home reading.
Take-home reading
- MATLAB: MATLAB 程式設計入門篇：
  - chapter01-MATLAB小傳與外觀 (2016 recoring)
  - chapter02-初探MATLAB (2016 recording)
- Python:
  - Day 1 through 5 of "30天學python"
  - The first 8 videos of Python 入門教學課程
2020/03/10
Agenda
- Root-finding algorithms, video
- Explanation for HW01: Add and max
- Q & A about MATLAB and Python programming
  - M-file functions in MATLAB
  - MATLAB demos: Webpage, recordings of 2013
Assignment
- HW01: Add and max
Take-home reading
- Compounding: Slides, 2017 recording
- Internal rate of return (IRR): Slides, 2017 recording
- Programming
  - MATLAB:
    - MATLAB 程式設計入門篇：Chapter15-M檔案
    - MATLAB 程式設計進階篇：Chapter 8: 一般數學函數的處理與分析
  - Python
    - Python 函式基礎：定義並呼叫函式 By 彭彭
    - Python 函式參數詳解：參數預設值、名稱對應、任意長度參數 By 彭彭
2020/03/17
Agenda
- Programming for IRR: Slides
- HW01, Judge System
- 買房投資精算
Assignment
- HW01: Add and max
Take-home reading
- Data clustering and pattern recognition: 3-3 K-means clustering: slides, recordings
- Programming
  - MATLAB:
    - MATLAB 程式設計入門篇：03-二維平面繪圖
  - Python
    - Matplotlib
    - Learn Matplotlib in 6 minutes | Matplotlib Python Tutorial
2020/03/24
Agenda
- 課程直播影片：第一節、第二節、第三節
- Data clustering and pattern recognition: 3-3 K-means clustering: slides, recordings (78 min)
- Hierarchical clustering: slides, recordings (15 min)
- Downhill Simplex search: slides, recording (29 min)
- MATLAB for downhill Simplex search: recording (22 min)
Assignment
1. HW02: Circle fit
Take-home reading
2020/03/31
Agenda
- 課程直播影片：第一節、第二節和第三節
- Matrix formulas: slides, video (30 min)
- MATLAB 程式設計進階篇：10-曲線擬合與迴歸分析, Slides
  - Linear models: video (50 min)
  - Nonlinear models: video (42 min)（此部分留待下次上課說明）
Assignment
1. HW02: Circle fit
2020/04/07
Agenda
- 今日課程直播影片
- MATLAB 程式設計進階篇：10-曲線擬合與迴歸分析, Slides
  - Linear models: video (50 min)（此部分已經在上次上課說明）
  - Nonlinear models: video (42 min)
- Introduction to machine learning: slides, video (35 min)
- Commonly used datasets for ML: slides, video (23 min) [Chapter 2 of DCPR]
- K-nearest-neightbor: slides, video (23 min) [Chapter 5.2 of DCPR]（此部分留待下次上課說明）
- Linear classifiers: slides（此部分留待下次上課說明）
Reference
- Python 用於機器學習的練習題：Python: Machine learning - Scikit-learn Exercises, Practice, Solution
2020/04/14
Agenda
- 今日課程直播影片
- K-nearest-neightbor: slides, video (23 min) [Chapter 5.2 of DCPR]
- Linear classifiers: slides, video (22 min)
- Maximum likelihood estimate: slides, video (59 min) [Chapter 4 of DCPR] (這邊需要快轉！)
- Naive Bayes classifiers: slides, video (22 min) [Chapter 5.2 of DCPR]
- Quadratic classifiers: slides, video (32 min) [Chapter 5.2 of DCPR]
- Performance evaluation: slides, video-2017 (45 min) [Chapter 6 of DCPR]
- Gender classification based on our students' data
Assignment
1. HW03: Ellipse fit
2020/04/21
Agenda
- 今日課程直播影片
- Zuvio 小考注意事項
- Solution to the last quiz.
- Introduction to audio signals: slides, video (27 min)
- Basic acoustic features: slides, video-1 (9 min), video-2 (29 min)
- HW03: Ellipse fit
- Quiz starts around 11:45am.
Assignment
1. HW03: Ellipse fit
2020/04/28
Agenda
- 今日課程直播影片
- Pitch tracking (Chapter 7) of Audio Signal Processing and Recognition: slides, video
- Feature selection: Slides, video
- Supplementary
  - 108 學年度第 2 學期期中教學意見調查表
  - Solution to the last quiz.
  - Forehand swing in tennis: Slides
  - Singing voice separation: Demo
- Quiz starts around 11:45am.
Assignment
1. HW03: Ellipse fit
2020/05/05
Agenda
- 今日課程直播影片： Part 1, Part 2
- PCA（主要分量分析）： slides, video, 數學推導
- Supplementary
  - 108 學年度第 2 學期期中教學意見調查表
  - MATLAB 程式設計進階篇：06-線性代數（Slides）
- Quiz starts around 11:45am.
Assignment
1. HW04: Function for hyperplane fitting via TLS
2020/05/12
Agenda
- 今日課程直播影片
- Google's PageRank: Slides, text, video
- Final project (Details will be covered next week.)
- Quiz starts around 11:45am.
Assignment
1. HW04: Function for hyperplane fitting via TLS
2020/05/19
Agenda
- 今日課程直播影片
- Intro. to Dynamic Programming (動態規劃): Slides, video
- Longest Common Subsequence: Slides, video
- HW05: QBSH by assigning singing pitch to music notes: Slides, video
- Final project
- Singing voice separation: Demo
- Quiz starts around 11:45am.
Assignment
1. HW05: QBSH by assigning singing pitch to music notes
2020/05/26
Agenda
- 今日課程直播影片
- Gradient descent: Slides, video
- Deep neural networks: Slides, video
- Final project: Slides
- Quiz starts around 11:45am.
Assignment
1. HW05: QBSH by assigning singing pitch to music notes
2020/06/02
Agenda
- 今日課程直播影片： part 1, part 2
- More about final project
  - Intro to singing transcription: slides, video
  - Visualization and rendering of PV and music notes: slides, video
  - Basic methods for singing transcription: slides, video
- Quiz starts around 11:45am.
2020/06/09
Agenda
- 今日課程直播影片
- More about final project
  - HMM (hidden Markov models): slides, video
  - Onset detection: slides
  - RNN (recurrent neural networks): slides, video
- Quiz starts around 11:45am.