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PRODUCE101
ANALYSIS & ESTIMATE
B Y S A M K U G J I
경연 프로그램
‘프로듀스101’의 생존자
머신러닝으로
80%이상 추정(예측)
WHAT?
• Estimate future
(before 4 weeks)
3
WHY?
• Business Insight
• Difficult
• Interesting
4
HOW?
• Machine Learning
• OLS
(Ordinary Least Squares)
• See what I do
• Control what I do
• Interpret what I do
5
A C C U R A C Y F O R F I N A L I D O L
I N 9 4 G I R L S
김 세 정 , 전 소 미 , 기 희 현 , 강 미 나 , 최 유 정 , 박 시 연 ,
김 소 혜 , 정 채 연 , ...
BUSINESS INSIGHT
• 비주얼은 무시할 수 없다 (최고 가중치)
• 소속사의 인지도와 기대치도 영향을 준다
• 방송노출 시간은 매우중요, 첫방부터 노출되어야 한다
• 최대 2명 까지만 같이 출연하라
• 외모,...
I ’ M
S A M K U G J I
 github.com/samkugji
 linkedin.com/in/samkugji
 samkugji@gmail.com
 DS (Dae-Sung) Yu
 DS (Data ...
10
PRODUCE 101 ANALYSIS & ESTIMATE (프로듀스101 최종멤버 예측)
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PRODUCE 101 ANALYSIS & ESTIMATE (프로듀스101 최종멤버 예측)

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패스트캠퍼스 데이터 사이언스 SCHOOL 1기 수강생 유대성님의 개별 프로젝트 발표
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PRODUCE 101 ANALYSIS & ESTIMATE (프로듀스101 최종멤버 예측)

  1. 1. PRODUCE101 ANALYSIS & ESTIMATE B Y S A M K U G J I
  2. 2. 경연 프로그램 ‘프로듀스101’의 생존자 머신러닝으로 80%이상 추정(예측)
  3. 3. WHAT? • Estimate future (before 4 weeks) 3
  4. 4. WHY? • Business Insight • Difficult • Interesting 4
  5. 5. HOW? • Machine Learning • OLS (Ordinary Least Squares) • See what I do • Control what I do • Interpret what I do 5
  6. 6. A C C U R A C Y F O R F I N A L I D O L I N 9 4 G I R L S 김 세 정 , 전 소 미 , 기 희 현 , 강 미 나 , 최 유 정 , 박 시 연 , 김 소 혜 , 정 채 연 , 주 결 경 , 김 도 연 , 유 연 정 81.81% 6 9 0 . 9 0 % A C C U R A C Y F O R F I N A L A G E N C Y I N 4 8 A G E N C I E S
  7. 7. BUSINESS INSIGHT • 비주얼은 무시할 수 없다 (최고 가중치) • 소속사의 인지도와 기대치도 영향을 준다 • 방송노출 시간은 매우중요, 첫방부터 노출되어야 한다 • 최대 2명 까지만 같이 출연하라 • 외모, 특기, 성격의 개성이 겹치지 않는 스타일을 함께 내보내라 • 예능의 캐릭터가 성립될 개성이 있다면 금상첨화 (스톤나영 - 김나영 / 다이어터 - 강미나) • 실력은 아주 잘하거나 못해서 급성장 가능 (댄스A - 김청하 / 보컬A - 유연정 / F - 김소혜) • 11위안에 있는 기획사 주식 구입 (판타지오 94% 증가, JYP 10% ) 7
  8. 8. I ’ M S A M K U G J I  github.com/samkugji  linkedin.com/in/samkugji  samkugji@gmail.com  DS (Dae-Sung) Yu  DS (Data Scientist)  DS (Definite Sixth-sense) 8
  9. 9. 10

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