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彭文志 時空軌跡分析技術於人流與載具預估

Public transportation is essential in people’s daily life and it is crucial to understand how people move around the city. Some prior works have exploited GPS, Wi-Fi or bluetooth to collect data, in which extra sensors or devices were needed. Other works uti- lized data from smart card systems. However, some public trans- portation systems have their own smart card system and the smart card data cannot include all kinds of transportation modes, which makes it unsuitable for our study. Nowadays, each user has his/her own mobile phones and from the cellular data of mobile phone service providers, it is possible to know the uses’ transportation mode and fine-grained crowd flows. As such, given a set of cel- lular data, in this talk, I will introduce our system for public transportation mode detection, crowd density estimation, and crowd flow estimation. Note that we only have cellular data, no extra sensor data collected from users’ mobile phones.

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楊証琨 兩位跨域者的深度學習之路

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游為翔 兩位跨域者的深度學習之路

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莊永裕 Deep Learning for Computational Photography

Computational photography aims at improving photographs through computation. Many algorithms have been developed for making photographs better by combating with the imperfection of cameras, photographers, and scenes. Recently, deep learning has been shown effective for many computational photography problems such as super-resolution, image completion, frame interpolation and many others. In this talk, I will review these deep learning methods for computational photography.

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莊兼愿 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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莊鐵鴻 Amazing GANs

There are many papers try to build models to generate images. Some of them try to tackle the problem from different point of views (probability or energy). Trainings fail easily if bad parameters are used. I want to talk about how the parameters (e.g. large learning rate) affect the trainings.

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趙式隆 翻譯蒟蒻: 普羅大眾也聽得懂的 AI

最近一年以來,人工智慧已成為最受社會大眾廣泛討論的流行詞彙 (Buzzword) 之一。然而,絕大多數的普羅大眾對於人工智慧的認知,仍停留在一知半解的媒體報導,甚至科幻小說電影階段。作為 AI 技術創業者,需要跨越的一道重大的鴻溝,即是傳達正確的 AI 觀念給一般普通民眾,破除他們對於 AI 的過度期待或想像,進而由訓練用戶,逐步建立正確的使用者經驗慣性。其次,在產業應用方面,既有業者擁有資料與領域知識,但不具有 AI 相關技術;而新創公司雖可能擁有前沿技術,但對於產業知識缺乏深入見解。如何正確的溝通,共創雙贏,成為在這個資料驅動的人工產業結構下,AI 技術型創業者不能迴避的重要議題。本次演講,將分享 BravoAI 的經驗,供有志以 AI 技術創業的朋友參考。

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劉冠良 Defect Inspection with Deep Learning

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