1142_机器学习_359766
报名期间:从 即日起 到 无限期
上课期间:从 即日起 到 无限期
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课程介绍

课程资源

本課程旨在讓學生掌握MATLAB的基本操作與機器學習技術,內容涵蓋數據導入與處理、知識發掘、回歸分析、分類演算法、聚類方法及人工神經網路等主題。此外,課程強調模型效能的優化與實務應用,透過結合理論講解與實作練習,幫助學生培養解決實際問題的能力,最終能夠獨立完成機器學習專案。This course is designed to equip students with fundamental MATLAB operations and machine learning techniques. The content includes data importing and processing, knowledge discovery, regression analysis, classification algorithms, clustering methods, and artificial neural networks. Furthermore, the course emphasizes model performance optimization and practical applications. By combining theoretical instruction with hands-on exercises, students will develop the ability to solve real-world problems and eventually complete independent machine learning projects.
 课本&教材
MATLAB Machine Learning Publisher: Packt Publishing Publication Date: 2017-08-28 Pages: 382 Binding: Paperback 林君玲 Chun-Ling Lin E-mail: ginnylin@ntut.edu.tw
  • CH00 Introduction to Artificial Intelligence
  • CH01 Introduction to MATLAB
  • CH02 Getting Started with MATLAB Machine Learning
  • CH03 Importing and Organizing Data in MATLAB
  • CH04 From Data to Knowledge Discovery
  • CH05 Finding Relationships between Variables_ Regression Techniques
  • CH06 Pattern Recognition through Classification Algorithms
  • CH07 Identifying Groups of Data Using Clustering Methods
  • CH08 Simulation of Human Thinking - Artificial Neural Networks
  • [錄] 02260905
  • [錄] 03050917
  • [錄] 03120904
  • [錄] 03190909
  • [錄] 03260909
  • [錄] 04020906
  • 訊號數據分析1_資料分析應具備能力
  • [錄] 04090912
  • [錄] 04160912
  • [錄] 05070906
  • [錄] 05140906
  • [錄] 05210914
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