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探索數據未來

 探索數據未來

20250219 台大資料分析與決策社-職涯分享課程 present by Dan Chen

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LINE Developers Taiwan

February 19, 2025
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  1. Dan Chen LINE Taiwan EC Dev - Data Scientis Work

    Experience Side Project 我不是本科生,但如何突破? Intern Work - Consultant (Startup / traditional industries) - DS4G (domestic violence / social housing / elderly issues) - TWiDS / WiDS - Publish TF2.0 books
  2. 什麼是ML? (2/2) ML/DL Supervised (有Label [Y]) Self - Supervised (無Lablel)

    應用:營銷預測 / 股價預測 / CTR預測 … 等等 應用:顧客分群 / 圖片產生 / 文章產生 … 等等 𝓧 →𝓨 𝓧 → 𝖃
  3. Why Deep learning? 運算力的增強 & GPU運算 Deep NN > Shallow

    NN 需要一個很潮的演算法 存取大量的數據
  4. Task Workflow Task Demand Demand Analyze Task Split (Ticket) ETL

    Design Deploy *https://www.flaticon.com/
  5. 大學三年... 小魯的建議 課業成績 Side Project / 畢業專題 大學四年 -> License

    or 國外線上證明 參加Meetup / Conference or 經營Linkdin 參加Apache開源專案 ( 源來是你) Goal: Intern or 考研
  6. General... Coding Skills Business Concept * 箭頭方向程度越高 Intern Junior *

    Basic skills * Basic Knowledge * Domain Knowledge * Advance skills test * Basic domain * Knowledge Set (Requirement)
  7. Research Source: Gartner Data & Analytics Summit Conference (2024), How

    to Make Your Data AI-Ready and Why It Matters. Image created by the author of this post.