Schedule

Suggested Readings:

• 統計學習與資料探勘導論
• Lab
• Dataset description
• ISLP Chapter 1
• PSDS Chapter 1
• Top 10 Ideas in Statistics That Have Powered the AI Revolution
• [Recorded video]

Suggested Readings:

• 統計學習的基本框架
• Lab
• ISLP Chapter 2
• ESL Chapter 2
• Foundations of Data Science Chapter 2
• [Recorded video]

Suggested Readings:

• 線性迴歸（自學教材）
• Lab
• ISLP Chapter 3
• ESL Chapter 3.1~3.3
• AI-Assisted Statistics for Data Scientists（第三版）：Chapter 4 and Chapter 3
• 從樣本推論母體（自學教材）/Ch5 in OpenIntro Statistics/p-value and hypothesis testing in statquest/04-05 in 統計學
• [Recorded video]

Suggested Readings:

• 分類（自學教材）
• Lab
• ISLP Chapter 4
• ESL Chapter 4.1~4.4
• AI-Assisted Statistics for Data Scientists（第三版）：Chapter 5 and Chapter 2
• 統計先備自學：分布與抽樣／貝氏推論
• StatQuest：機率分布與貝氏定理
• 3Blue1Brown：機率
• [Recorded video]

Suggested Readings:

• 重抽樣方法（自學教材）
• Lab
• ISLP Chapter 5
• ESL Chapter 7.1~7.4 and 7.10~7.11
• AI-Assisted Statistics for Data Scientists（第三版）：Chapter 3
• [Recorded video]

Suggested Readings:

• 線性模型選擇與正規化（自學教材）
• Lab
• ISLP Chapter 6
• ESL Chapter 7.1~7.7 and 3.3~3.6
• AI-Assisted Statistics for Data Scientists（第三版）：Chapter 4
• [Recorded video]
• [Midterm 2025 (A)]
• [Midterm 2025 (B)]
• [Midterm 2023]
• [Midterm 2022]
• [Midterm 2021]

Suggested Readings:

• 線性模型選擇與正規化（自學教材）
• Lab
• ISLP Chapter 6
• ESL Chapter 3.3~3.6 and 18.1
• AI-Assisted Statistics for Data Scientists（第三版）：Chapter 4
• [Recorded video]

Suggested Readings:

• 超越線性（自學教材）
• Lab
• ISLP Chapter 7
• ESL Chapter 5.1~5.7, 6.1~6.3 and 9.1
• AI-Assisted Statistics for Data Scientists（第三版）：Chapter 4
• [Recorded video]

Suggested Readings:

• 樹狀方法與集成學習（自學教材）
• Lab
• ISLP Chapter 8
• ESL Chapter 9.2
• AI-Assisted Statistics for Data Scientists（第三版）：Chapter 6

Suggested Readings:

• 樹狀方法與集成學習（自學教材）
• ISLP Chapter 8
• ESL Chapter 8.7~8.8, 10.1~10.14 and 15.1~15.3
• AI-Assisted Statistics for Data Scientists（第三版）：Chapter 6
• StatQuest：XGBoost

Suggested Readings:

• 支持向量機（自學教材）
• Lab
• ISLP Chapter 9
• ESL Chapter 6.6~6.9 and 12.1~12.3
• 林軒田：Machine Learning Techniques

Suggested Readings:

• 非監督式學習（自學教材）
• Lab
• ISLP Chapter 12
• ESL Chapter 13.1~13.3, 14.1~14.3 and 14.5~14.9
• AI-Assisted Statistics for Data Scientists（第三版）：Chapter 7

Suggested Readings:

• 非監督式學習（自學教材）
• ISLP Chapter 12
• ESL Chapter 13.1~13.3, 14.1~14.3 and 14.5~14.9
• AI-Assisted Statistics for Data Scientists（第三版）：Chapter 7

Suggested Readings:

• 深度學習（自學教材）
• Lab（ISLP 官方）
• ISLP Chapter 10
• ESL Chapter 11
• AI-Assisted Statistics for Data Scientists（第三版）：Chapter 8

Notice:

• Final Project