5851 - AI機器學習進階 – Python進階數據分析實務
AI Machine Learning Using Python- Advanced Data Analysis Practice
教育目標 Course Target
大數據(Big data)、人工智慧(Artificial Intelligent),以及機器學習(machine learning)時代的來臨,如何從龐大的資料中挖掘出有用的資訊(information),進而產生知識(knowledge),讓我們更有智慧(intelligent)。如何從巨量資料中搜尋(collect)資料,並加以分析(analysis)找出其樣式(pattern),將它用於做出決策。
本課程邀採深入淺出的重點式講解,以「案例演練」及「問題探討」的方式傳授身經百戰的R語言實務經驗,協助學員提昇AI 機器學習能力與大量數據分析,並學以致用至產業管理。
本課程適用於初學者,每一章皆有豐富的多個綜合範例題,以及習題。綜合範例題旨在讓你測試對本課程的各主題了解其應用之處,而習題旨在讓你測試對每個章節課程的了解程度。好的開始是成功的一半,相信自己可以達到想要的目標,進而進入AI機器學習的領域。
With the advent of the era of big data, artificial intelligence, and machine learning, how to mine useful information from huge amounts of data to generate knowledge will make us more intelligent. How to collect data from huge amounts of data, analyze it to find its pattern, and use it to make decisions.
This course invites in-depth and focused explanations in simple and easy-to-understand terms, and uses "case exercises" and "problem discussions" to teach experienced R language practical experience, helping students improve their AI machine learning capabilities and large-scale data analysis, and apply what they have learned to industrial management.
This course is suitable for beginners. Each chapter is rich in multiple comprehensive sample questions and exercises. Comprehensive example questions are designed to test your understanding of the application of each topic in the course, while exercises are designed to test your understanding of each chapter lesson. A good start is half the battle. Believe that you can achieve your desired goals and enter the field of AI machine learning.
參考書目 Reference Books
講義
Handouts
評分方式 Grading
評分項目 Grading Method |
配分比例 Percentage |
說明 Description |
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期中考 midterm exam |
30 | |
期末報告 Final report |
30 | |
作業與討論點名 Assignment and discussion roll call |
40 |
授課大綱 Course Plan
點擊下方連結查看詳細授課大綱
Click the link below to view the detailed course plan
相似課程 Related Courses
課程代碼 Course Code |
課程名稱 Course Name |
授課教師 Instructor |
時間地點 Time & Room |
學分 Credits |
操作 Actions |
---|---|---|---|---|---|
選修-6236
|
資管系3,4,碩1,2 姜自強 | 一/5,6,7[遠距課程] | 0-3 | 詳細資訊 Details |
課程資訊 Course Information
基本資料 Basic Information
- 課程代碼 Course Code: 5851
- 學分 Credit: 0-3
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上課時間 Course Time:Monday/5,6,7[遠距課程]
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授課教師 Teacher:姜自強
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修課班級 Class:共選修3-碩(管院開)
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選課備註 Memo:遠距課程,期中/期末考週面授使用電腦教室。資管碩主開,與資管碩 AI機器學習進階6236課程併班,管院70人。
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