汪群超 Chun-Chao Wang

Dept. of Statistics, National Taipei University, Taiwan

Python in Learning

Python: Download and Document

IDE: Microsoft Visual Studio Code

Extensions: Python, Pylance, Jupyter, Predawn Theme Kit, Ayu…

Visual Studio Code Tips and Tricks

Setup video: Visual Studio Code (Windows) – Setting up a Python Development Environment and Complete Overview

Setup video: Visual Studio Code (Mac)

Programmer’s Font Family: Source Code Pro

Programmer’s text-editor Vim: learn Vim in 100 seconds

On-Line Latex Equations

Packages Documents

Statistical Computation in Python

Lesson 1: 基礎 Python

Lesson 2: 從函數計算與繪製開始

Lesson 3: 基本的數學與簡單的統計量計算

Lesson 4: 數值與符號微積分運算

Lesson 5: 機率分佈與圖形

Lesson 6: 隨機亂數與相關圖形

Lesson 7: 單變量函數的根與極值計算

Lesson 8: 多變量函數的問題與極值計算

Lesson 9: 非線性方程組的根

Lesson 10 : Projects

Appendix A: Python functions: def

Shallow Machine Learning (supervised)

Lesson 1: Linear and Quadratic Regression (Deterministic approach)

Lesson 2: Linear and Quadratic Discriminant Analysis (LDA & QDA) (Probabilistic approach)

Lesson 3: K-Nearest Neighbors (KNN) (Probabilistic approach)

Lesson 4: Neural Network : Regression and Classification (Supervised learning)

Lesson 5: Classification with Normal Mixture (Unsupervised learning)

Lesson 6: Step into Deep Learning from Pytorch


Square is made of infinite curves
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