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A Layman’s Guide to Data Science
Python basics
0.資料型態：bool, int, float, str
1.資料型態：list與tuple
2.資料型態：dict與set
3.資料型態：進階主題
4.流程控制
5.function
6.進階主題
Pandas basics
Intro to Pandas
Pandas常用操作
Pandas資料分析
Intro to machine learning
Introduction to machine learning
Gradient Descent
Lasso regression, Ridge regression, Elastic-Net
Hyperparameter Tuning Methods & Cross validation
Logistic Regression & classification metrics
Tree-based models
Intro to causal inference
Introduction to Causal Inference
Environment setup
Shell & IDE 介紹
Python安裝與虛擬環境
Repository
Open issue
Index
