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共有 134 位講者

人工智慧╳資料科學演講:

張仁和

張仁和 你知道我在想什麼嗎?內隱連結測量與心理字詞探勘的應用

自陳報告(self-report)的使用是在行為調查中最常見的方式,然而,自陳報告最大的問題也在於,人們是可以調整自己表達的內容的,例如在面對社會期許下做出政治正確的陳述。為了突破自陳量表的限制,心理學嘗試建立內隱(implicit)的測量指標,來更深層地了解人們內在的種種動機和想法,在本次報告中,即會介紹內隱連結測量以及心理字詞探勘,以及這些指標測量在網路和數位資料上的種種應用可能。

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張佳彥

張佳彥 Machine Learning in Cyber Security

Machine Learning is a powerful tool to detect the unknown cyber threat. We are going to share our experience of using machine learning in Cyber Security.

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張俊鴻

張俊鴻 國際級的臨床醫療資料研究實戰介紹: 以健康保險資料庫與美國國立醫學圖書館資料庫為例

美國自歐巴馬總統時代提倡精準醫學, 這需要本土種族研究資料與國際治療實證資料結合,張醫師由臨床醫師的角度介紹臨床問題如何用這兩個資料庫分析

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張智威 (Edward Y. Chang)

張智威 (Edward Y. Chang) Representation Learning on Big and Small Data

The approaches in feature extraction can be divided into two categories: model-centric and data-driven. The model-centric approach relies on human heuristics to develop a computer model to extract features from data. These models were engineered by scientists and then validated via empirical studies. A major shortcoming of the model-centric approach is that unusual circumstances that a model does not take into consideration during its design can render the engineered features less effective. Contrast to the model-centric approach, which dictates representations independent of data, the data-driven approach learns representations from data. Example data-driven algorithms are multilayer perceptron (MLP) and convolutional neural network (CNN), which belong to the general category of neural network and deep learning. In this talk I will first explain why my team at Google in 2006 embarked on the data-drive approach. In 2008, we funded the ImageNet project at Stanford, and subsequently in 2011 filed two data-driven patents, one on data-driven feature extraction and the other on data-driven object recognition. We parallelized five widely used machine learning algorithms including SVMs, PFP, LDA, Spectral Clustering, and CNN, and open-sourced all these algorithms. Recently at HTC, we announced DeepQ Open AI platform, which features these scalable algorithms with enhancements. In particular, I will explain how we have made configuring a distributed system to run CNN both simple and cost effective. In 2012, the world was convinced that the data-driven approach to be effective, after Alexnet achieved breakthrough accuracy in the ImageNet Large-Scale Visual Recognition Challenge (ILSVRC) competition. This talk will walk through subsequent enhancements on Alexnet in three perspectives: representation ability, optimization ability, and generalization ability. Unfortunately, most applications face the problem of small data. I will share our experiences with transfer learning and GANs, both positive and negative ones. This talk concludes with a list of open research issues.

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張維元

張維元 跨界的資料英雄專案-「到院前心肺休止」(OHCA)風險地圖

為期四個月的資料英雄(D4SG)計畫,我們結合政府工作者、醫學領域專家以及資料技術人的跨域合作。在「到院前心肺休止」(OHCA)風險地圖這個題目中,利用高雄在地的急診資料與公開的開放資料集(空氣/溫度/人口)。根據「熱區辨識」、「危險因子分析」、「緊急醫療優化」三個角度,引入資料科學的方法論,對歷年資料進行分析,為緊急救護與醫療界提供不同的觀點。本次的演講將談到,一個跨界的資料專案該如何進行,過程中遇到了哪些問題,最終可以產出怎樣的效應。

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張傳育

張傳育 嬰語翻譯機:新生兒哭聲偵測與辨識

新生兒不會說話,只能透過哭聲表達需求。我們研究新生兒的哭聲來判斷嬰兒哭鬧原因,利用大數據及機器學習的方法,分析、判別嬰兒哭聲的各種類型,可隨嬰兒成長修正哭聲模型,並且為每位嬰兒客製化哭聲模型,幫助父母了解嬰兒哭鬧原因。我們與台大醫院雲林分院小兒科醫生合作,收集超過二百萬筆哭聲資料,對於出生四個月內新生兒的哭聲辨識率高達86%,男女嬰兒均適用,收集的有效嬰兒哭聲資料為全球第一。該技術已具體實現,我們開發出全球第一款嬰兒哭聲辨識APP-嬰語翻譯機,「嬰語翻譯機」獲美國路透新聞(Reuters New)、韓國阿里郎新聞網、日本產經新聞、讀賣新聞等超過50個國際媒體報導,具有全球知名度,為嬰兒哭聲辨識技術領先品牌。

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張如瑩

張如瑩 語意分析技術的趨勢演變與應用案例分享

近年相當火紅的聊天機器人、虛擬語音助理、智慧客服等技術商品,背後使用的人工智慧(Artificial Intelligence)涵蓋多樣技術領域範疇,其中,為了理解人類的語言意涵,自然語言處理(Natural Language Processing)的語意分析(Semantic Analysis)技術演著舉足輕重的角色。傳統語意分析技術,必須仰賴大量標記語料,為此,必須耗費龐大人力,其所必須耗費的成本,不啻為該技術進行技術商品化過程中相當沈重的負擔。本演講內容將藉由國際大廠的知名案例中所採使用的語意分析技術,引介近年語意分析技術之趨勢演變,包含如何減少語意分析技術研發過程中的人力介入。此外,亦將分享近年新興公司以語意分析技術衍生出的各應用案例。

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張宴晟

張宴晟 Real Time Human Body Segmentation on Mobile Device with Deep Learning

Image Segmentation is quite useful for image understanding, however, the computation is considerable as well. In this talk, I'm going to introduce how we utilize deep learning to segment human body, what problems we met and how we resolve it.

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張家銘

張家銘 電腦不只選土豆,還會看病給藥與猜功能?

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張家齊

張家齊 Quantitative Trading from Zero to One: From Rule-based to Artificial Intelligence

本演講將介紹如何從無到有的構建與設計出一組交易策略。如何從最基本的 Rule-based 的策略,建構出擁有 Machine Learning 或 AI 模式的交易策略與模型。一般來說,交易策略的建構大致上可以分成 Botton-Up 和 Top-Down 兩種,在本次的演講中,我們也將介紹兩種建構模式的差異,以及他們彼此相輔相成的使用方式。希望,能讓大家對自己手上的策略能更了解,也能更知道如何開始下手改善自己手上的策略!

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張宗堯

張宗堯 人工智慧與供應鏈管理

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張智傑

張智傑 理財?機器人?理財機器人?

理財不再是有錢人的特權!過去理財一直都是高端資產客戶能享有的服務,僅有少部分的理專會提供所謂"mass"客戶的理財規劃。在大數據及資料科學的發展下,為了服務更多的"mass"客戶,基於演算法的理財服務漸漸浮出水面,透過了解客戶屬性、投資風險及目標規劃出個人化的投資組合,並在較低投資門檻下完成理財服務。未來投資及理財不再是夢想。

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張智星

張智星 音樂檢索與歌聲抽取

本演講將回顧音樂檢索的過去與現況,特別是在哼唱選歌及音訊指紋辨識這兩個領域,並說明目前音樂檢索所碰到的最大挑戰。針對這個挑戰,我們將解釋如何從複音音樂進行歌聲抽取以及其重要性。在不同的應用情境下,我們使用的方法包含深度神經網路以及主動是噪音消除,同時我們也將說明如何將抽取出來的歌聲用於各項音樂相關的應用,包含哼唱選歌、口水歌辨識、歌詞對位、歌聲評分等,現場並會進行各項相關展示。

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張源俊

張源俊 Learning and Using Statistics Liberally-Exploratory and Elaborate Ways

This is a statistician's view of the development of Data Science. In 2002, Professor Ryan Rifkin, from a mathematical perspective, entitled his PhD thesis as "Everything old is new again." Statistics has a shorter history comparing with mathematics and other natural sciences. In this talk, we will go over some classical statistical papers, and try to connect their thoughts with modern data science. From their thoughts, we wish to relax some barriers as learning and using statistics in such a modern era.

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張詠淳

張詠淳 一窺文字探勘之奧妙

在這個網路普及的時代,社群多媒體已經成為人們分享與取得知識的重要來源,讓我們一同探索文字探勘技術用於社群多媒體分析的奧妙吧!!

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曹昱

曹昱 Machine Learning and Signal Processing for Assistive Hearing and Speaking Devices

With the rapid advancement in speech processing technologies and in-depth understanding of human speech perception mechanism, significant improvement has been made in the design of assistive hearing devices [assistive listening device (ALD), hearing aids (HAs), and cochlear implants (CIs)] to benefit the speech communication for millions of hearing-impaired patients and subsequently enhance their quality of life. However, there are still many technical challenges, such as designing noise-suppression algorithms catered for ALD, HA, and CI users, deriving optimal compression strategies, improving the music appreciation, optimizing speech processing strategies for users speaking tonal languages, to name a few. In this talk, we present our recent research achievements using machine learning and signal processing on improving speech perception abilities for ALD, HA, and CI users.

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胡筱薇

胡筱薇 社群大數據中的江湖事

有人的地方,就有江湖;在江湖,就免不了有麻煩事;麻煩事,就需要社群網路分析,既作江湖人,便履江湖土,守江湖道,管江湖事。這場盛會將和大家交流分享,進階版的社群大數據之輿情觀測與分析應用。

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崔殷豪

崔殷豪 ASAP 比價嗶嗶鳥爬蟲的秘辛與其他電商資料分析案例分享

電商希望帶給消費者用更便宜的價格購買商品,但如何確保最低價的背後需要一定程度的架構與技術支撐,此次演講將略為透露一些ASAP嗶嗶鳥的背後技術。另外分享我們看到哪些使用者行為得到一些有趣的結果。

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黃士傑

黃士傑 AlphaGo-深度學習與強化學習的勝利

本次演講我將談到AlphaGo發展歷程中的幾個關鍵(特別是深度學習與強化學習所帶進的重大突破),2017年初Master網路60局的小故事,以及在中國烏鎮AlphaGo與柯潔九段的人機大戰。

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黃致豪

黃致豪 Calculating WAR of CPBL players 中職球員勝負貢獻值計算

We set a goal to calculate Wins Above Replacement(WAR) players for each player in CPBL, which has never been done before. WAR is widely used in MLB as an index for salary negotiation for free agents. It includes not only the offensive ability of a player, but also the fielding position, fielding ability, and base running ability. Through the project, we hope to show the true value of each player, especially players with good fielding ability, and in turn cause the clubs and the league to appreciate the value of fielding and base running.

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歡迎在此登錄您的大名及電子郵件地址,日後任何台灣資料科學協會舉辦的相關活動,我們將會以電子郵件通知您。謝謝。