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課程介紹目錄

嘉賓介紹

蘇航

清華大學(xué)計(jì)算機(jī)系副研究員

報(bào)告摘要

摘要：以深度學(xué)習(xí)為代表的人工智能技術(shù)的迅速發(fā)展正在深刻改變?nèi)祟惖纳a(chǎn)和生活方式，在機(jī)器人、自動(dòng)駕駛、智能制造等各個(gè)行業(yè)發(fā)揮重要作用，人工智能正朝著歷史性時(shí)刻邁進(jìn)。在人工智能在60多年的發(fā)展歷史中，一直存在符號主義與連接主義兩個(gè)相互競爭的范式，但都只是從不同的側(cè)面模擬人類智能的某一方面，有其各自的片面性。本報(bào)告將綜述目前人工智能的發(fā)展現(xiàn)狀，包括深度學(xué)習(xí)、知識圖譜等關(guān)鍵的人工智能方法，同時(shí)將剖析目前人工智能方法在魯棒性、可解釋性等方面的不足，提出發(fā)展數(shù)據(jù)驅(qū)動(dòng)與知識驅(qū)動(dòng)融合的第三代人工智能理論和方法的技術(shù)路徑。

關(guān)鍵詞：人工智能；深度學(xué)習(xí)；可解釋性；安全性

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