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邱銘彰 - The Secrets of AI: Unveiling the Keys to Success in AI Projects - 2024 Taiwan AI Academy Conf

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The Secrets of AI: Unveiling the Keys to Success in AI Projects

Time / Place:

⏱️ 09/27 (Fri.) 15:30-16:00 at R3 - 1st Conference Room

Abstract:

In the machine learning, there are a few closely guarded secrets that experts rarely discuss openly. One of the biggest is that we don't fully understand why deep neural networks (DNNs) work so well. The lack of theoretical consensus often forces us to treat AI as a black box, resorting to trial-and-error approaches when fine-tuning parameters. In this presentation, Birdman will take a casual yet insightful approach to guide the audience through the development of machine learning, current theoretical frameworks, and the dynamic systems of neural networks. He will also share his personal learning experiences and unique perspectives, hoping to inspire more people to explore the underlying truths behind machine learning algorithms. (This talk is a refined version from CraftCON 2024.)

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Biography:

邱銘彰
  • 邱銘彰 Birdman
  • CyCraft / CTO and Co-founder
  • Birdman is the founder of CyCraft. He is also a consultant for the Association of Hackers in Taiwan (HIT). As a cybersecurity technology research expert with more than 15 years of experience, Birdman's main research areas include the development of autonomous analysis systems, hacker activity analysis, malware analysis, and machine learning algorithms. He has presented his expert research in cybersecurity technology many times at internationally renowned conferences, famous for giving lively and entertaining lectures. Birdman co-founded Xecure Lab with Benson Wu in 2011, which was acquired by the NASDAQ-listed Israeli cybersecurity company Verint in 2014. Birdman's latest venture, CyCraft, focuses on integrating artificial intelligence and cybersecurity technology.

    奧義智慧科技創辦人,畢業於國立中央大學與大同大學資訊工程研究所,同時也是社團法人台灣駭客協會顧問。超過 15 年的資安技術研究專家,以開發自動化分析系統、駭客活動分析、惡意程式分析、機器學習演算法為主要研究範疇,多次在國際知名研討會發表專業的資安技術研究,如 Black Hat、DEFCON、SyScan、HITCON、FIRST、AVTokyo、HTICA、OWASP Asia 與 iThome CYBERSEC 等,擅長透過詼諧生動的演講傳授資安知識。而身為臺灣資安界著名的連續創業者,曾於 2011 年與吳明蔚 (Benson Wu) 共同創立臺灣第一家專門研發 APT 防禦產品的新創公司艾斯酷博 (Xecure Lab),並於 2014 年受到美國 NASDAQ 上市的以色列資安公司威瑞特 (Verint) 肯定與併購。目前創辦的奧義智慧科技,則專注在人工智慧與資安科技領域的結合上。

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