介紹人工智慧的相關主題與 python 程式設計 PART I Python 程式設計簡介 (自編講義或請參考Book1, Book4 或其他教科書) PART II 人工智慧 (based on Book2, Book5, Book7) Chapter 1 緒論 Introduction Chapter 2 智慧型代理人 Agent Chapter 3 用搜尋法對問題求解 Searching (DFS, BFS, IDS) Chapter 4 進階搜尋 Informed Searching (genetic algorithm, Simulated annealing Algorithm) Chapter 18 從實例中學習 18-1 Form of Learning 18-2 Supervised learning 18-3 Learning Decision Tree 18-6 Regression 18-7 Neural Network 18-8 Nonparametric Models 18-9 Support Vector Machine 18-11 Handwritten Digit Recognition PART III Deep Learning (based on Book3, Book6) 1. What is Deep Learning 2. The mathematical blocks of Neural Networks 3. Getting Started with Neural Networks 4. Fundamentals of Machine Learning
通過條件
成 績 :60 分
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2021 課程大綱
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行事曆(schedule)
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2021 龍岩學院上課講義
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軟體下載
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2021 龍岩學院上課錄影(陸續上傳)
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2020 龍岩學院上課錄影
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龍岩學院程式範例
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參考書資料
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課程電子書下載
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AIMA 教科書資源
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