印度假日大學人工智慧與大數據課程
靜宜大學資料科學暨大數據分析與應用學系印度假日大學課程大綱
Department of Data Science and Big Data Analytics, Providence University, Taichung, Taiwan
【Introduction to Big Data and AI】
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日期 Date |
主題 Topic |
課程大綱 Course Outline |
授課教師 Instructor |
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1/2(三) Day 1 |
Arrival |
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1/3(四) Day 2 |
Mobile APPs and Applications 手機Apps製作與應用 |
Lecture 1:Introduction of the course Lecture 2:The first App and variable declaration/ Stopwatch APP Lecture 3:Logical judgment and loops /Draw Lots APP Lecture 4:Array and subroutine/Rock, Paper, Scissors APP |
Yu, Jui-Ling 余瑞琳老師 |
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1/4(五) Day 3 |
Introduction to R Language and Its Applications R語言介紹及其應用 |
In this short course you will learn how to program in R and how to use R for practical issues. We will cover the following topics:
We also provide a project for interested students to work it out. |
Nien, Chia-Hsing 念家興老師 |
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1/5(六) Day 4 |
Financial Data Analytics 金融數據分析 |
Lecture 1:How and where to obtain financial data? Lecture 2:Basic financial data handling Lecture 3:Statistics of financial data Lecture 4:Derivative pricing Lecture 5:Algorithmic trading Lecture 6:Making reports |
Lin, Chi-Tien 林吉田老師 |
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1/6(日) Day 5
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Applications of AI (part II):image processing、chat bot/translation AI/、reinforcement learning 人工智慧應用(II):影像辨識、聊天/翻譯機器人、強化學習 |
Lecture 1:Introduction of deep learning and its applications (image processing、chat bot、reinforcement learning) Lecture 2:Introduction of PyTorch framework Lecture 3:Implementation of deep learning models: MLP & linear regression Image Classification |
Lo, Chu-Pin 羅主斌老師 |
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1/7(一) Day 6 |
Applications of AI (part I):automatic production of movies subtitles 人工智慧應用(I):利用AI自動製作影片字幕,讓你成為YouTuber達人 |
Lecture 1:Inspire an environment of innovation and interaction Lecture 2:Prepare a self-introduction Lecture 3:Shooting a video resume Lecture 4:Voice(speaker) recognition Lecture 5:Creating subtitles by AI voice recognition Lecture 6:Automatically translate language subtitles |
Wei, Ta-Yu 韋大裕老師 |
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1/8(二) Day 7 |
【Morning section】 Project discussion 專題製作討論 |
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Lo, Chu-Pin 羅主斌主任 全體授課教師 |
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【Afternoon section 】 half day local tour (Taichung World Flora Exposition) 半日旅遊(后里花博) |
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Lo, Chu-Pin 羅主斌主任 |
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1/9(三) Day 8 |
One day local tour (Sun-Moon Lake) 一日旅遊 (日月潭) |
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Lo, Chu-Pin 羅主斌主任 |
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1/10(四) Day 9 |
【Morning section】 Project discussion 專題製作討論 |
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Lo, Chu-Pin 羅主斌主任 全體授課教師 |
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【Afternoon section 】 Learning Outcomes Presentation 學習成果發表 |
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Lo, Chu-Pin 羅主斌主任 全體授課教師 |
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1/11(五) Day 10 |
Departure |
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