講者

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共有 134 位講者

人工智慧╳資料科學演講:

廖弘源

廖弘源 我的多媒體研究之路

多媒體訊號涵蓋聲音、影像、視訊、三維圖檔及文字等,在處理上有不同的需求,因應人工智慧的來臨,有越來越多的深度學習技術被引入此領域。在此演講中,我將講述三個議題。首先,我將描述如何結合視訊、音樂情緒,及機器人學來發展一套自動指揮系統。在第二個議題中,我將談論如何自YouTube上截取同一場演唱會中,由不同聽眾錄得的片段,並用自動的方式將其整合成一段較完整的曲子。我們將引入音樂劇導演的手法讓此雜湊過程更貼近人性。第三個講題是如何讓電腦自動判讀NBA球賽的戰術。

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溫在弘

溫在弘 剖繪人類移動空間行為的地理科學

疾病擴散常起因於人際間的複雜接觸與移動,病原體可能會透過空氣中傳染,或由病媒攜帶,透過運輸工具傳播至其他乘客身上,或隨著病例從一個區域轉移至另一個區域,促使疾病的擴散發生。換言之,人的流動是疾病擴散的關鍵因子,而理解人的移動是探討疾病擴散等議題的重要一環。而在城市內部的尺度下,人的主要移動方式可分為四種,鐵道運輸(捷運)、機動型運具(汽機車或公車)、非機動型運具(腳踏車)、以及步行等。我將介紹利用各種移動方式的資料來源,包括:資料庫(戶口普查或交通調查、健保資料等)、介接政府開放資料、以及社群媒體等,透過地理視覺分析來呈現都市移動過程,理解人在都市系統中的流動狀況,並進一步介紹利用都市移動資料在疾病擴散預警與就醫行為等公共衛生議題的應用研究。

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溫明輝

溫明輝 Computational Design Thinking - 數據取向的產品設計思維與案例

「設計思考」是當代設計領域的一門顯學,其提供了各種的設計方法幫助設計師以一個較為客觀及理性的流程推動需求分析、產品發展、測試驗證等各個設計活動。然而,多數的設計思考方法本身仍由設計師的經驗進行主觀分析及判斷。本次分享的主題「運算式的設計思考(Computational Design Thinking」在強調如何架構及運用科學化的工具,獲取產品相關的數據,協助設計師可以更即時、客觀的掌握產品與用戶之間的互動關係,以檢視及評估設計成效,進行設計的優化。透過講者自身發展產品的案例解析,分享數據協助產品設計之經驗與心得。

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劉正山

劉正山 意義探勘怎麼做:談談如何從小資料看見大格局

本演講將以意義探勘作為料分析的出發點,介紹如何使用R語言,探索民調資料背後的意義。我將以大家熟悉的政黨認同及民主態度,展現實作的過程,幫助大家舉一反三,看見小資料背後驚人的力量。

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劉冠良

劉冠良 Defect Inspection with Deep Learning

為了確保提供給客戶的產品符合需求,生產線上都會安排站點做最終產品的外觀檢測,然外觀瑕疵大小、樣式不一,產品表面又有很高的變異性,不管是利用golden sample做pattern match或是設計客製化的特徵萃取都還是會有相當高的誤報(false alarm)或漏檢(false negative)機率,在這次分享中,我們將介紹如何利用深度學習演算法對產品做瑕疵檢測,其中將包含利用CNN以object detection的方式對目標物做檢測,以及FCN以pixel in, pixel out的方式segment瑕疵範圍,或透過autoencoder了解待測物結構後將瑕疵當作anomaly檢測出來。

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劉憲錡

劉憲錡 非均衡學習建物火災風險模型-以資料英雄計畫「高雄火災風險地圖2.0」為例

「高雄火災風險地圖2.0」係由智庫驅動與高雄市政府消防局共同推動之資料英雄專案,本專案透過隨機森林模型找出火災關鍵因子,進而在消防資源有限的情況下優化巡視家訪建物之效率。建物火災風險預測是典型的非均衡學習,過程中我們利用 BalanceCascade 等方法處理非平衡學習,並測試不同分類器在 bootstrapping 中的表現,最後模型在預測建物火災機率準確率可達 88%、召回率亦有 78% 之表現。 根據內政部消防署公布火災統計資料,105 年火災發生次數1,856 次,火災發生類型以建築物火災1,424次最多,造成火災死亡人數約占年度火災死亡人數的86%。鑑此,降低當地建築物火災事故是各縣市政府消防局的難題之一。對抗火災的最佳策略是採取預防性介入,防患於未然,本次專案與高雄市政府消防局合作,選定鳳山區作為標的,從建築物火災角度出發,彙整建築物及人口特性資料,建構火災風險評估模型,設法找出影響建築物火災關鍵因子,面對當前人力、資源有限的挑戰下,優化現有防火診斷、宣導策略。 前期研究僅依小樣本火警報案紀錄與火災地特徵、或著力於森林火災等空間分析;於建物火災方面則較少著墨。本專案在未失火建物佔多數樣本的情況下,非均衡資料對訓練模型是一大挑戰。在此我們選用了 BalanceCasecade 方法,以 kNN 分類器為依據將未失火建物拆成與失火建物數目一致之子資料集,並透過數個小的 ensemble 隨機森林模型預測建物之火災發生機率。另外,我們也藉由深度學習模型預測建物如發生火災之預期損失。 此專案將非均衡學習實際應用到政府部門,並且實驗不同的分類器下 BalanceCascade 表現之特性。研究後我們也進一步將結果彙整給高雄市政府消防局供往後使用。過程中發現諸多地方政府在跨部會的資料倉儲管理之缺失,我們也加以從「公私協力」角度反饋給地方政府,希望藉由專案的互動交流意見,能夠進一步讓資料倉儲成為政府開放資料之基石。

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葉宇心

葉宇心 Try Again, Fail Better. 深度學習,從0到1的成長過程。

本次的演講適合正在思索如何將機器學習的方法用在日常生活中的朋友,以及在實作過程中面對各種困難的朋友。分享將著重在AAAD+的架構上。期待能和大家一起交流,相信每一個人都可以將人工智慧與資料科學的方法,帶到生活中,協助我們解決問題! Design: 我們如何從生活出發,找到我們想做的題目,發現問題後,找到深度學習中圖像處理技術,解決所面對的問題。 Algorithm: 深度學習中各種圖像處理的數學方法介紹。 Architeture: 我們如何使用程式工具,將深度學習的方法實作出來。 Application: 分享演算法與程式工具的應用。本次將分享我們在藝術領域與健康領域的應用。

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葉彌妍

葉彌妍 記憶體內巨量資料探勘:從有效率的摘要擷取到記憶體友善的演算法設計

本演講將分享巨量資料探勘經驗,包含如何從大量資料中去蕪存菁以簡馭繁,如何在多重資料來源的環境下進行節省資料傳輸量並有效率的分析,以及如何利用新興儲存媒體實現記憶體內巨量資料運算。

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郭建甫

郭建甫 Project Mynah 九官鳥計畫:AI 幫你接電話

whoscall 如何從既有的累積出發再次創新,推出貼近人性需求的新產品。如何從來電辨識與過濾的軟體,走向電話線裡的人工智慧服務; 如何從消費者端的產品,找出商業上的痛點; 如何克服科技上的突兀,找到人性上的解法。此場演講中,將第一次公開分享 gogolook 在內部創新的新專案:Mynah,一個讓 AI 幫你接電話服務。
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郭立言

郭立言 台灣 PM2.5 短期趨勢預測

細懸浮微粒(PM2.5)因其對人類所造成的危害,逐漸為國人所重視。相較於環保署既有空氣品質日報,短期的PM2.5趨勢預測因其時間近且較精準之特性,將更貼近我們日常活動之需求。是故,我們以環保署測站資料為基礎,從資料分析出發,檢測各個變數於PM2.5間的關聯性,同時考量時空因素,進而選用適當的模型加以訓練,其後整合多個預測模型以達綜效。最後,我們除了展示現階段預測成果外,也將分享待克服的挑戰與可行解決之道。

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郭耀仁

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I believe the value of data science could reach a incredible level if we eliminate clear boundaries between different roles in a data science team. Every analyst is able to code and modeling, while every statistician is able to manipulate data and visualize data. Besides staying passionate about learning, another good way to is solving problems in work or on your own side projects. In this section, I would like to talk about the concept of a unicorn in data science, the skill sets, and a few practical problems.

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陳宜欣

陳宜欣 大數據情緒分析的經驗分享

「情緒」是社群網站上的一種特性,它可以用在不同的用途,像是偵測意見、消除模稜兩可、猜測興趣、甚至是預防犯罪以及偵測自殺傾向。因此,偵測出使用者文章中的情緒,將是改善服務以及關懷社會中,非常重要的一環。 過去的研究在分析情緒的時候,大部分都採用正負方來分類,而且會利用計算語言專有的技術,如:字詞分析、使用情緒辭典,在這個演講中,我們將分享用一種異於傳統的分析方法,利用潛意識群眾智慧,不但可以分出更細的情緒(如:高興、悲傷、憤怒、驚訝等等),還可以輕易將方法運用到多國語言的情緒分析上。在我們過去的經驗中,我們利用情緒分析技術,運用到心理情緒的偵測,來偵查社群網路上發文者的心理狀態(躁鬱等),期待這樣的技術將可以減少許多不幸的案件、或協助研究者了解心理狀態的轉變。 從這些過去的研究中,我們將會分享一些過去的經驗、由不同的視野來探討使用者,相信這些經驗將能引起資料愛好者的興趣、且具有應用的參考價值。

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陳怡安

陳怡安 KKBOX 上的個人化推薦系統

推薦系統已經在許多領域有成熟的應用,但是在音樂串流的領域中,仍存在許多挑戰。使用者對音樂喜好的多變性、音樂訊號的複雜性及聆聽情境推移帶來的影響等等問題,讓推薦問題有了許多趣味。我們會介紹在KKBOX 的資料科學家們怎麼試圖利用使用者行為數據與音樂訊號,結合機器學習演算法來解題,為每個人做出個人化的推薦。

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陳榮錡

陳榮錡 資料科學在國泰

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陳潔寧

陳潔寧 不會寫程式的人友善上手機器學習-淺談 Azure Machine Learning

除了資料分析師、資料工程師、機器學習專家外,一般人在工作上或多或少會接觸到資料。透過Azure Machine Learning讓接觸資料的人,能對資料分析及機器學習有了解,也避免掉從零開始學習程式語言的挫折感,幫助日後學習相關語言的成就動機及方向。

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陳煥宗

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電腦視覺是發展人工智慧的重要環節之一,而當前的電腦視覺技術,對於人工智慧提供了什麼樣的能力?從「視而不見」到「不視而見」需要多少「智慧」?電腦視覺與人類視覺還有多少差距?在這個演講中我們將對這些問題做初步的探討。
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陳璿宇

陳璿宇 精準醫學時代: 探索健康檢查數據,啟動個人化健康促進

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陳紹慶

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從資料發掘新奇實用理論的機器學習,是近幾年台灣社會及學術界許多領域的顯學。近期學術界造假事件層出不窮,我認為這時候值得了解開放科學的宗旨:累積可重製的資料,才能建構經得起考驗的理論。 我以2011年心理學再現危機開始爆發的指標事件,與近兩年引發議論的「權力姿勢」為例,說明以新奇理論包裝的劣質研究能被發表,並獲得關注的關鍵。現在的開放科學採用那些措施扭轉這些問題。這些措施與資料科學的建模有沒有抵觸?或是相輔相成的可能? 最後以curate science project為例,說明如何運用累積數據,引導一般科學研究人員提昇研究操作品質,建構以可再現結果為基礎的實用理論。

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陳彥呈

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陳維超

陳維超 人工智慧運算系統的現況與展望

類神經網路的訓練與推論,近幾年已成為平行運算裡最重要的成長契機。由繪圖晶片 GPU 領軍的跳躍性成長,其背後有著二十年的積累。依據資料中心需求設計的 Google TPU,以及可程式化的 FPGA 晶片,同時也加速了產業的變革與進展。行動運算的進步,更促成了人工智慧終端的開發。在這個演講裡,我會試著探討這些方向的共通性與差異性,並介紹我們自行開發之高效能運算架構與影像處理之算法,以協助聽眾理解、預期未來之運算趨勢。

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