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傳統軟體開發組織
如何轉型落地成為AI團隊?
William Tai
2020.Apr
● 戴姜賢 (William Tai)
● Email: william.tai@hp.com
● 現任: Software Development Manager
/System Engineering/Commercial PCs/HP Inc
● 經歷:
○ 技術經理/ 全球資訊服務系統部/趨勢科技
● 證照:
○ Agile/Scrum: CSM, CSPO, CSP-SM, CSP-PO
Scaled Agile Program Consultant
○ AWS: All-5 + BigData Specialty
Agile (Any) Transition
https://inteligenca.lpages.co/agile-transformation-success-model/
幾個 AI 專案⾯面臨臨到的基本問題
● 人在哪裡
● 錢在哪裡
● 題目在哪裡
● Technical Roadmap 在哪裡
● 專案重要的 milestone 在哪裡
● Stakeholders?
Process: Team Data Scientist Process (TDSP)
https://docs.microsoft.com/en-us/azure/machine-learning/team-data-science-process/
https://github.com/Azure/Azure-TDSP-ProjectTemplate
Process: Agile Data Scientist
https://www.oreilly.com/library/view/agile-data-science/9781491960103/ch01.html
Tool: AWS Big Data Reference Architecture
https://www.slideshare.net/AmazonWebServices/abd201big-data-architectural-patterns-and-best-practices-on-aws
People: Youself
People: Stakeholders
● 師出有名, 好的開始就是成功的一半...
● Different Frequency Update
○ Weekly Sync-up
○ Monthly News eDM
○ Bi-Monthly Executives Meetings
https://www.gartner.com/smarterwithgartner/gartner-top-10-strategic-technology-trends-for-2020/
People: Stakeholders
People: Other Teams
● Data Foudation w/ AWS
● AWS Infrastructure
● AI/Machine Learning Core Team
● GDPR
● Customer Connect Mobile App
People: Team Members
● Motivation, Visibility, Spotlight, Tiger Team
● 挑一本好書一起讀, 消化過後在內部出版
● Kaggle 比賽
● 為每個人規劃 Technical Roadmap
● 放入鯰魚
● AI Context 比賽
● Meaning: Have 1st framework to handle classify question (ML only)
● 8 weeks: F1 score 0.385, Ranking: 9%
People: Help Senior People to Tech Lead
情境式溝通
https://situational.com/situational-leadership/
People: Help Senior People to Tech Lead
心流狀態情境式溝通
https://harveyhypnosis.com/2017/02/21/the-flow-state-getting-in-the-zone/https://situational.com/situational-leadership/
Thank You!
誠徵
● Software Architect
● Project Manager
● Data Scientist
● Data Engineer
→ william.tai@hp.com
TechLead的養成十分需要因時制宜、且因人而異。 需要同時面
對 技術架構決策 與 團隊動能發展轉型,是個誘人但挑戰的工作。
QCloudMentor 透過 coaching 與 mentoring,試圖協助
TechLead 們面對各類難題,歡迎大家共襄盛舉!

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AI talk: 傳統軟體開發組織如何轉型落地成為AI團隊

  • 2. ● 戴姜賢 (William Tai) ● Email: william.tai@hp.com ● 現任: Software Development Manager /System Engineering/Commercial PCs/HP Inc ● 經歷: ○ 技術經理/ 全球資訊服務系統部/趨勢科技 ● 證照: ○ Agile/Scrum: CSM, CSPO, CSP-SM, CSP-PO Scaled Agile Program Consultant ○ AWS: All-5 + BigData Specialty
  • 4. 幾個 AI 專案⾯面臨臨到的基本問題 ● 人在哪裡 ● 錢在哪裡 ● 題目在哪裡 ● Technical Roadmap 在哪裡 ● 專案重要的 milestone 在哪裡 ● Stakeholders?
  • 5. Process: Team Data Scientist Process (TDSP) https://docs.microsoft.com/en-us/azure/machine-learning/team-data-science-process/ https://github.com/Azure/Azure-TDSP-ProjectTemplate
  • 6. Process: Agile Data Scientist https://www.oreilly.com/library/view/agile-data-science/9781491960103/ch01.html
  • 7. Tool: AWS Big Data Reference Architecture https://www.slideshare.net/AmazonWebServices/abd201big-data-architectural-patterns-and-best-practices-on-aws
  • 9. People: Stakeholders ● 師出有名, 好的開始就是成功的一半... ● Different Frequency Update ○ Weekly Sync-up ○ Monthly News eDM ○ Bi-Monthly Executives Meetings https://www.gartner.com/smarterwithgartner/gartner-top-10-strategic-technology-trends-for-2020/
  • 11. People: Other Teams ● Data Foudation w/ AWS ● AWS Infrastructure ● AI/Machine Learning Core Team ● GDPR ● Customer Connect Mobile App
  • 12. People: Team Members ● Motivation, Visibility, Spotlight, Tiger Team ● 挑一本好書一起讀, 消化過後在內部出版 ● Kaggle 比賽 ● 為每個人規劃 Technical Roadmap ● 放入鯰魚 ● AI Context 比賽 ● Meaning: Have 1st framework to handle classify question (ML only) ● 8 weeks: F1 score 0.385, Ranking: 9%
  • 13. People: Help Senior People to Tech Lead 情境式溝通 https://situational.com/situational-leadership/
  • 14. People: Help Senior People to Tech Lead 心流狀態情境式溝通 https://harveyhypnosis.com/2017/02/21/the-flow-state-getting-in-the-zone/https://situational.com/situational-leadership/
  • 16. 誠徵 ● Software Architect ● Project Manager ● Data Scientist ● Data Engineer → william.tai@hp.com TechLead的養成十分需要因時制宜、且因人而異。 需要同時面 對 技術架構決策 與 團隊動能發展轉型,是個誘人但挑戰的工作。 QCloudMentor 透過 coaching 與 mentoring,試圖協助 TechLead 們面對各類難題,歡迎大家共襄盛舉!