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多元學習課程(共同選修)
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3576 - AI(一):資料科學技術與實作 Data Science in Practice


教育目標 Course Target

本課程希望透過老師與助教群提供學生手把手的方式,從AI基本觀念到相關理論概述、應用範例說明與動手實作, 進而提供老師參與過的產學合作實際案例資料,讓學生能從理論到實務都能充分學習,真的具備動作解決問題的能力。 同時透過實際產學案力與資料,學生能了解產業問題與理論的落差,進而培養學生協助產業AI化的能力。 因此,本課程目標如下: 1. 培養學生AI相關技術之理論與實作基礎能力 2. 透過產業案例,讓學生了解理論與實務的落差 3. 培育產業AI化推動的基礎人才This course hopes to provide students with a step-by-step approach through teachers and teaching assistants, from basic AI concepts to overview of related theories, application example descriptions and manual practices. In addition, it provides the actual case data of the teacher's participation in the industry cooperation, so that students can fully learn from theory to practice, and truly have the ability to solve problems. At the same time, through the international production capacity and data, students can understand the gap between industry problems and theoretical discussions, and thus cultivate students' ability to assist in the AI of the industry. Therefore, the goals of this course are as follows: 1. Cultivate students' theoretical and practical basic abilities in AI-related technologies 2. Through industry cases, students can understand the gap between theoretical and practical 3. Cultivate basic talents for the AI-based promotion of industry


參考書目 Reference Books

1. 了解人工智慧的第一本書:機器人和人工智慧能否取代人類?
作者: 松尾豐
譯者: 江裕真
出版社:經濟新潮社


2. TensorFlow+Keras深度學習人工智慧實務應用
作者: 林大貴
出版社:博碩

3. 教師自編教材
1. The first book to understand artificial intelligence: Can robots and artificial intelligence replace humans?
Author: Matsuo Hokki
Translator: Jiang Yuzhen
Publisher: Economic Trend Society


2. TensorFlow+Keras in-depth learning of artificial intelligence practical applications
Author: Lin Daqi
Publisher: Bowen

3. Teachers compile their own textbooks


評分方式 Grading

評分項目 Grading Method 配分比例 Grading percentage 說明 Description
課程參與課程參與
Course Participation
10 課程互動、討論、報告、分享等相關參與程度
作業與練習作業與練習
Work and practice
45 課堂實作練習
期末專題期末專題
Final topics
45 Final Project demonstration and presentation

授課大綱 Course Plan

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Course Information

Description

學分 Credit:4-0
上課時間 Course Time:Wednesday/1,2[C118] Monday/2,3[ST318]
授課教師 Teacher:許瑞愷/陳倫奇
修課班級 Class:共選修2-4
選課備註 Memo:雲創學院課程
授課大綱 Course Plan: Open

選課狀態 Attendance

There're now 11 person in the class.
目前選課人數為 11 人。

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