0990 - 機率學

Probability

教育目標 Course Target

機率學(Probability)自20世紀起一直是各類應用工程非常重要的領域知識,近年更大量應用至AI領域的模型建置。
在電腦承擔大量運算以及套裝軟體或程式簡化操作過程的現代,學習機率學有助於學員理解以及解構問題本身。
進而選擇並正確使用數學模型、AI工具、套裝軟體以及最後的結果呈現
本課程預期在在一學期的時間內教授以下內容
1.試驗、模型與機率
2.隨機變數(離散、連續)
3.條件機率與相關AI模型
部分課程將搭配 python/matlab/excel範例

Probability has been a very important field of knowledge in various types of applied engineering since the 20th century. In recent years, it has been increasingly used in model construction in the AI ​​field.
In an era where computers are responsible for a large number of calculations and software packages or programs simplify the operation process, learning probabilistic theory helps students understand and deconstruct the problem itself.
Then select and correctly use mathematical models, AI tools, package software, and final result presentation
This course is expected to teach the following content within one semester
1. Experiments, models and probability
2. Random variables (discrete, continuous)
3. Conditional probability and related AI models
Some courses will be paired with python/matlab/excel examples

參考書目 Reference Books

1. 機率學(Probability and Stochastic Processes) 3th, Roy D. Yates(作), 賴玲瑩(譯), 中文
2. 當代機率:理論與應用 4/e Ghahramani(作), 朱蘊鑛(譯), 中文

1. Probability and Stochastic Processes 3th, Roy D. Yates (author), Lai Lingying (translator), Chinese
2. Contemporary Probability: Theory and Application 4/e Ghahramani (author), Zhu Yunkui (translator), Chinese

評分方式 Grading

評分項目
Grading Method
配分比例
Percentage
說明
Description
作業
Homework
40
期中
Midterm
30
期末
End of term
30

授課大綱 Course Plan

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課程資訊 Course Information

基本資料 Basic Information

  • 課程代碼 Course Code: 0990
  • 學分 Credit: 0-3
  • 上課時間 Course Time:
    Tuesday/6,7,8[C203]
  • 授課教師 Teacher:
    謝宗澔
  • 修課班級 Class:
    資工系1B
  • 選課備註 Memo:
    可替代機率統計
選課狀態 Enrollment Status

目前選課人數 Current Enrollment: 53 人

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