「学ぶ」分析技術から「使う」分析技術へ - Exploratoryによるドリル演習

2022/03/25(金)に開催した「学校からはじまるデータサイエンスの民主化」セミナーの横浜市立大学様のご登壇資料です。

Transcript

1. ʮֶͿʯ෼ੳٕज़͔Βʮ࢖͏ʯ෼ੳٕज़΁
   ʙ ExploratoryʹΑΔυϦϧԋश ʙ
   ౔԰ོ༟ʢԣ඿ࢢཱେֶɾσʔλαΠΤϯεֶ෦ʣ
   

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3. σʔλαΠΤϯεֶ෦ͷ̐೥ؒ
   ̍೥࣍ ̎೥࣍ ̏೥࣍ ̐೥࣍
   ઢܗ୅਺
   ඍੵ෼ֶ
   1SBDUJDBM&OHMJTI
   ίϯϐϡʔλԋश
   ౷ܭͷ਺ཧ ౷ܭϞσϦϯά
   ܭࢉػ֓࿦
   ৘ใཧ࿦
   Ԡ༻౷ܭֶ
   ଟมྔσʔλղੳ
   ɽɽɽ
   ɽɽɽ
   ػցֶश σʔλՄࢹԽ๏
   σʔλϚΠχϯά ਺஋ղੳ
   ɽɽɽ
   

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4. σʔλαΠΤϯεֶ෦ͷ̐೥ؒ
   ̍೥࣍ ̎೥࣍ ̏೥࣍ ̐೥࣍
   ઢܗ୅਺
   ඍੵ෼ֶ
   1SBDUJDBM&OHMJTI
   ίϯϐϡʔλԋश
   ౷ܭͷ਺ཧ ౷ܭϞσϦϯά
   ܭࢉػ֓࿦
   ৘ใཧ࿦
   Ԡ༻౷ܭֶ
   ଟมྔσʔλղੳ
   θ
   ϛ
   Ծ
   ഑
   ଐ
   ɽɽɽ
   ɽɽɽ
   ػցֶश σʔλՄࢹԽ๏
   σʔλϚΠχϯά ਺஋ղੳ
   ɽɽɽ
   ࠷
   େ
   
   ໊
   

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5. σʔλαΠΤϯεֶ෦ͷ̐೥ؒ
   ̍೥࣍ ̎೥࣍ ̏೥࣍ ̐೥࣍
   ઢܗ୅਺
   ඍੵ෼ֶ
   1SBDUJDBM&OHMJTI
   ίϯϐϡʔλԋश
   ౷ܭͷ਺ཧ ౷ܭϞσϦϯά
   ܭࢉػ֓࿦
   ৘ใཧ࿦
   Ԡ༻౷ܭֶ
   ଟมྔσʔλղੳ
   θ
   ϛ
   Ծ
   ഑
   ଐ
   θϛɾଔۀݚڀ
   ɽɽɽ
   ɽɽɽ
   ػցֶश σʔλՄࢹԽ๏
   σʔλϚΠχϯά ਺஋ղੳ
   ɽɽɽ
   ࠷
   େ
   
   ໊
   ࠷େ໊̒
   

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6. ίϯϏχΤϯεετΞͷσʔλ
   ηϒϯΠϨϒϯ
   ϑΝϛϦʔϚʔτ
   ϩʔιϯ
   

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7. ίϯϏχΤϯεετΞͷσʔλ
   ̏ࣾ͸ڝ߹ʁ
   ੗Έ෼͚ʁ
   ηϒϯΠϨϒϯ
   ϑΝϛϦʔϚʔτ
   ϩʔιϯ
   

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8. ίϯϏχΤϯεετΞͷσʔλ
   ̏ࣾ͸ڝ߹ʁ
   ੗Έ෼͚ʁ
   ஍ਤʹϓϩοτ
   ͯ͠ΈͨΒʁ
   ηϒϯΠϨϒϯ
   ϑΝϛϦʔϚʔτ
   ϩʔιϯ
   

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10. ݝʹΑͬͯ
    ৭͕ҧ͏ʁ
    

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11. ݝʹΑͬͯ
    ৭͕ҧ͏ʁ
    Ͳ͏͍͏Ξ΢τ
    ϓοτΛ࡞Ε͹ʁ
    

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12. ݝʹΑͬͯ
    ৭͕ҧ͏ʁ
    Ͳ͏͍͏Ξ΢τ
    ϓοτΛ࡞Ε͹ʁ
    ళฮ਺͕࠷େͷاۀͰ
    ౎ಓ෎ݝΛ৭෼͚ͨ͠Βʁ
    

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14. ڝ߹ʁ
    ੗Έ෼͚ʁ
    

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15. ڝ߹ʁ
    ੗Έ෼͚ʁ
    ౎ಓ෎ݝ͝ͱʹ
    ֤اۀͷళฮ਺Λ
    ๮άϥϑʹͨ͠Βʁ
    

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17. ෼͔Γ΍͍͢ʁ
    ଞʹͲΜͳਤ͕Α͍ʁ
    

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18. ෼͔Γ΍͍͢ʁ
    ଞʹͲΜͳਤ͕Α͍ʁ
    ࢄ෍ਤʹͯ͠
    ΈͨΒʁ
    

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20. ڝ߹͍ͯ͠Δʁ
    

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21. ਓޱͱڧؔ͘࿈ʁ
    ڝ߹͍ͯ͠Δʁ
    

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22. ਓޱͱڧؔ͘࿈ʁ
    ڝ߹͍ͯ͠Δʁ
    ਓޱ౰ͨΓʹ
    ͯ͠ΈͨΒʁ
    

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24. ੗Έ෼͚͍ͯΔʁ
    

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25. ஍਒ͷσʔλ
    

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26. ஍਒ͷσʔλ
    ਒౓ͷ෼෍͸ʁ
    

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28. ਒౓̑ऑ ̑ ̑ڧ
    ͷҧ͍͸ʁ
    

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29. ਒౓̑ऑ ̑ ̑ڧ
    ͷҧ͍͸ʁ
    ਂ͞΍Ϛάχνϡʔυ
    ͱؔ܎ʁ
    

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30. ͲͷΑ͏ʹͯ͠
    ؔ܎ΛݟΔʁ
    

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31. ͲͷΑ͏ʹͯ͠
    ؔ܎ΛݟΔʁ
    ʁʁʁʁʁ
    

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34. ࠷ۙɼ஍਒͸
    ૿͍͑ͯΔʁ
    

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35. ࠷ۙɼ஍਒͸
    ૿͍͑ͯΔʁ
    ંΕઢάϥϑʹ
    ͯ͠ΈͨΒʁ
    

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37. ଞʹදݱ͢Δ
    ํ๏͸ͳ͍ʁ
    

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38. ଞʹදݱ͢Δ
    ํ๏͸ͳ͍ʁ
    ʁʁʁʁʁ
    

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50. σʔλͷྫ
    • JAF݅਺
    
    • ΠϯϑϧΤϯβጶױ਺
    
    • ࢵ֎ઢྔ
    
    • ίϯϏχΤϯεετΞച্ߴ
    
    • εʔύʔϚʔέοτച্ߴ
    
    • ;Δ͞ͱೲ੫ֹ
    
    • ϙετઃஔ਺
    
    • Ֆคඈࢄྔ
    
    • ؾ৅σʔλ
    
    • ަ௨ࣄނ౷ܭ
    
    • ެࣔ஍Ձ
    
    • ॵ͞ࢦ਺
    
    • ॻ੶ग़൛਺
    
    • ੜ໋อݥ
    
    • ୆෩৘ใ
    
    • ऺٞӃʗࢀٞӃબڍ݁Ռ
    
    • ஍਒
    
    • ిྗ࢖༻ྔ
    
    • ৽ฉൃߦ෦਺
    
    • அ໘ަ௨ྔ৘ใ
    
    • ೤த঱ױऀ਺
    
    • ശࠜӺ఻
    
    • ൜ࡑ౷ܭ
    
    • ඦ՟ళച্ߴ
    
    • ෋࢜ࢁొࢁऀ਺
    
    • ϑΝʔετϑʔυళ৘ใ
    
    • ಺ֳࢧ࣋཰
    
    • ɽɽɽ
    

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51. ExploratoryΛ࢖͏ར఺ͱ೉఺
    • σʔλͷՄࢹԽͱࢼߦࡨޡ͕༰қ
    

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52. ExploratoryΛ࢖͏ར఺ͱ೉఺
    • σʔλͷՄࢹԽͱࢼߦࡨޡ͕༰қ
    • ίʔυϛε౳ʹ൥Θ͞Εͣɼ෼ੳͷຊ࣭ʹ஫ྗՄೳ
    

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53. ExploratoryΛ࢖͏ར఺ͱ೉఺
    • σʔλͷՄࢹԽͱࢼߦࡨޡ͕༰қ
    • ίʔυϛε౳ʹ൥Θ͞Εͣɼ෼ੳͷຊ࣭ʹ஫ྗՄೳ
    • ୹ظؒͰσʔλͷѻ͍ʹशख़
    

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54. ExploratoryΛ࢖͏ར఺ͱ೉఺
    • σʔλͷՄࢹԽͱࢼߦࡨޡ͕༰қ
    • ίʔυϛε౳ʹ൥Θ͞Εͣɼ෼ੳͷຊ࣭ʹ஫ྗՄೳ
    • ୹ظؒͰσʔλͷѻ͍ʹशख़
    • ϓϩάϥϛϯάΛֶͿಈػ͚ͮ௿Լ
    

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