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Data Engineering

DMLS Ch. 11: The Human Side of Machine Learning

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Sundong Kim�https://sundong.kim/courses/dataeng24sp

https://github.com/Seondong/designing-ml-systems-summary/blob/main/11-the-human-side-of-ml.md

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GPT-4o

https://www.youtube.com/watch?v=MirzFk_DSiI

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Red Team: the experts hired to ‘break’ ChatGPT

https://openai.com/index/red-teaming-network/

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https://github.com/openai/dalle-2-preview/blob/main/system-card.md

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Case Studies: Designing Leaderboard UI

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Prior Knowledge: Conversion Theory

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  • We didn’t want to complicate the sign-up, sign-in process
  • What we only have: user email (without verification)

Funnel Analysis: How To Find Conversion Problems in Your Funnel (cxl.com)

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Case Studies: Initial Design

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https://o2arc.com

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Case Studies: Initial Design

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https://o2arc.com

Any problem?

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Uncomfortable When Writing a Paper

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Uncomfortable When Posting an event

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https://o2arc.com/event

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Could be Shared Widely

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https://www.instagram.com/o2arc/

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Could be Shared Widely

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https://www.instagram.com/o2arc/

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Designing Privacy-Preserving UI:

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https://o2arc.com

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Designing Privacy-Preserving UI:

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https://o2arc.com

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Designing Privacy-Preserving UI: Solution

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  • We didn’t want to complicate the sign-up, sign-in process
  • What we have: User email

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https://o2arc.com

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Privacy-Free Events

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https://o2arc.com/event

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Group of 4, 45 mins

  • Discuss about the potential continual learning / ethical issues
  • What else do you need to work on for the final demo?

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  1. 임동규, 류현석, 오민우, 이한결
  2. 임민하, 이상유, Malika, 윤수인
  3. 주진식, 김병창, Liyew, 이민욱,
  4. 박순철, Tepy, 박종연, 조강인
  5. 이경규, 양승유, 강제이, 김영목
  6. 신서현, 박시원, 김민성, Ananda
  7. Zubia, 황인선, 원상혁, 우성윤
  8. Rakishev, 조민준, 이지오, 조재범

https://drive.google.com/drive/folders/1mrk_XhF5UTVxKtHg87O30UbyYnQoNz7n?usp=sharing

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Discussion: Using a Service with Unverified Email

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https://o2arc.com/event

test123123@naver.com

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Side Effect: Unverified Email

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https://o2arc.com/event

test123123@naver.com

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Side Effect: Unverified Email

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https://o2arc.com/event

test123123@naver.com