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容器遷移與生成式 AI 應用的趨勢剖析
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Browny Lin
May 12, 2024
Technology
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容器遷移與生成式 AI 應用的趨勢剖析
Browny Lin
May 12, 2024
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Transcript
Taiwan · Singapore · Thailand · Japan · Hong Kong
· Malaysia iKala Confidential and Proprietary 容器遷移與生成式 AI 應用的趨勢剖析 Browny Lin (林士翔) Technical Director, iKala Cloud
Agenda • Trend on Container • Trend on AI, especially
Gen AI • Takeaway
3 Trend on Container
Why use Container? Source: Why use Containers? 1. Runs anywhere
2. Light-weight
Why use Kubernetes? Source: Why use Containers? 1. Container orchestration
2. Declarative
Source: 10 insights on real-world container use
Source: 10 insights on real-world container use
None
Source: 10 insights on real-world container use
Source: 10 insights on real-world container use
Source: 10 insights on real-world container use
None
Source: 10 insights on real-world container use
Source: 10 insights on real-world container use
Recap 1. Serverless 2. GPU/AI workload 3. Utilization 4. Stability
16 Trend on AI, especially Gen AI
Source: IOT ANALYTICS Q2 2023 全世界的企業領導者現在眼中只有生成式 AI
We tend to overestimate the effect of a technology in
the short run and underestimate the effect in the long run - Roy Amara Amara's Law: 短期高估;長期低估 “
Source: https://chat.lmsys.org/
Source: LMSYS Chatbot Arena Leaderboard
Source: HAI AI Index Report 2024 💡AI 在部分任務上的 表現,已經超越人類 無論你最擅長什麼(通常是你最喜歡的),你可能比人
工智慧更好,但無論你不擅長什麼,人工智慧都可以 幫助填補空白。
Source: HAI AI Index Report 2024 💡產業界 > 學術界 的研究量能
Source: HAI AI Index Report 2024 💡基礎模型 訓練成本巨大
Source: HAI AI Index Report 2024 💡AI 不會取代你, 但會用 AI
的人會
Source: Put AI to work for application modernization 💡如何落地: 從
+AI 到 AI+
💡價值創造: ROI 難以計算, 錯過的 風險更大 Source: Now decides next: Getting
real about Generative AI - Deloitte
💡規模化導入: GenAI 工具導入仍低, 風險(資料)和利益仍需權衡 Source: Now decides next: Getting real
about Generative AI - Deloitte
💡AI 賦能: 重新設計工作流程, 改變人才策略 Source: Now decides next: Getting real
about Generative AI - Deloitte
1. 要有好的 AI 策略 必先有好的 數據策略 2. 找出 AI 對自身既有商業模式
能帶來的加值 3. 將 AI 當成電力來規劃事業策 略 企業應如何打造 +AI 策略
30 Takeaway
Source: How to Make AI UX Your Moat 💡AI 不是護城河,
UX (Data) 才是
ChatGPT 震驚了世界不是因為模型而是體驗 • Textbox in, streaming out 模擬了閱讀與聆聽 • Abstracting
state 不需要用戶將先前的問題和答案作為附加狀態傳遞給 新查詢。ChatGPT 提取過去的狀態,以便將來的查詢 可以自然地參照狀態。真正的「聊天」 Source: How to Make AI UX Your Moat
好的體驗需要在互動的每個環節下功夫 💡UX+ • 命令:讓用戶創建任務預設,然後能夠搜尋它們 • 約束:在應用程序中創建自動拉入的用 戶設置 • 背景:簡化數據收集
Customer Assistance: Apply 3P (Present -> Practical -> Powerful) Source:
Zalando to launch a fashion assistant powered by ChatGPT
None
https://ikala.ai +886-2-8768-1110
[email protected]