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KaggleとRコンペの紹介 / Kaggle R Competition

Shotaro Ishihara
December 06, 2019
Technology
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1.3k

KaggleとRコンペの紹介 / Kaggle R Competition

Japan.R 2019での発表資料
https://japanr.connpass.com/event/154070/

Shotaro Ishihara

December 06, 2019
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Transcript

  1. ,BHHMFͱ3ίϯϖͷ঺հ V  !VQVSB +BQBO3 %FDUI 

  2. ຊ೔ͷ࿩୊  • ػցֶशίϯϖʮ,BHHMFʯͷ঺հ • ೥ʹऴྃͨ͠ʮ3ίϯϖʯͷ঺հ • 3Ϣʔβʹ,BHHMFΛ͓קΊ͢Δཧ༝

  3. ࣗݾ঺հʛV  • ࣄۀձࣾͰσʔλαΠΤϯςΟετ • ,BHHMF.BTUFS • ࠷ߴϥϯΫҐɺҐೖ৆ܦݧ͋Γ • ࡢ೥ͷ+BQBO3ܖػͰൃ଍ͨ͠

    TQPBOB ӡӦ • ࢀՃ͸ͯ͠ͳ͔ͬͨʢཪͷʮ,BHHMF 5PLZP .FFUVQʯͰൃදͯ͠·ͨ͠ʣ

  4. ຊ೔ͷ࿩୊  • ػցֶशίϯϖʮ,BHHMFʯͷ঺հ • ೥ʹऴྃͨ͠ʮ3ίϯϖʯͷ঺հ • 3Ϣʔβʹ,BHHMFΛ͓קΊ͢Δཧ༝

  5. ,BHHMFͱ͸  • ओʹڭࢣ͋Γֶश͕ର৅ͷػցֶशϞσϧͷ ੑೳΛڝ͏ίϯϖςΟγϣϯ • (PPHMFࡿԼͷ,BHHMF͕ओ࠵ • ੈքதͷσʔλαΠΤϯςΟετ͕ू͏

  6. ڭࢣ͋Γֶशͷ֓ཁ 

  7. (PPHMFτϨϯυ  • ۙ೥ɺ೔ຊͰ΋ਓؾ͕ߴ·͍ͬͯΔ

  8. ຊ೔ͷ࿩୊  • ػցֶशίϯϖʮ,BHHMFʯͷ঺հ • ೥ʹऴྃͨ͠ʮ3ίϯϖʯͷ঺հ • 3Ϣʔβʹ,BHHMFΛ͓קΊ͢Δཧ༝

  9. 34UVEJP͕ࣾίϯϖ։࠵  • ೥݄։࢝ɺ೥݄ऴྃ • ্ҐνʔϜˍ্Ґ3ϢʔβνʔϜʹ৆ۚ • ʮ(PPHMF.FSDIBOEJTF4UPSFʯͷސ٬͝ͱ ͷऩӹΛ༧ଌ

  10. σʔλˍධՁࢦඪ  • (PPHMF"OBMZUJDTͰऔಘͨ͠৘ใͷҰ෦ • Ϣʔβ*% • ηογϣϯ*% • ηογϣϯ೔෇

    • σόΠε৘ใ ͳͲͳͲ • ධՁࢦඪɿ

  11. σʔλ֓ཁ  • ࣌ܥྻͰͷσʔλ෼ׂ • ࣮͸Ұ໱ண͋ͬͨʢ("ͷσϞΞΧ΢ϯτͰ ౴͕͑ೖखͰ͖ͨʢAʣŇP0ʁʁʁʁʁʣ IUUQTXXXTMJEFTIBSFOFU4IVIFJ(PEBLBHHMFUPLZPNFFUVQ S

  12. Ґͷղ๏  • ୯७ͳಛ௃ྔΤϯδχΞϦϯά • Ϣʔβ୯Ґͷ౷ܭྔɺ࣌ܥྻ৘ใͳͲ • ճؼͰ͸ͳ͘ɺ෼ྨˍճؼͰղ͘ • ʮऩӹΛಘΔ֬཰ͷ༧ଌ஋ʯ✕ʮऩӹͷ༧ଌ஋ʯ

    • ҐˠҐʹ • ίʔυ΋ެ։ʢ3Ͱߦʣ IUUQTXXXLBHHMFDPNDHBDVTUPNFSSFWFOVFQSFEJDUJPOEJTDVTTJPO

  13. ຊ೔ͷ࿩୊  • ػցֶशίϯϖʮ,BHHMFʯͷ঺հ • ೥ʹऴྃͨ͠ʮ3ίϯϖʯͷ঺հ • 3Ϣʔβʹ,BHHMFΛ͓קΊ͢Δཧ༝

  14. ࠷ۙͷςʔϒϧίϯϖ  • σʔλΛΑ͘ݟΔॏཁੑ͕૿͍ͯ͠Δ • ཧ༝ɿ • σʔλαΠΤϯεͷύοέʔδ΍ٕज़ͳͲ͕ঃʑʹ ීٴ͖ͯͯ͠ɺҰൠతͳճؼɾ෼ྨ໰୊͸ࣄۀձࣾ ಺Ͱղ͚ͯ͠·͏

    • ݁Ռͱͯ͠ɺ,BHHMFʹग़୊͞ΕΔςʔϒϧίϯϖ͸ σʔληοτ΍՝୊ઃఆʹҰบ͋Δ໰୊͕૿Ճ

  15. ஍਒ίϯϖʢʙ݄ʣ  • ஍਒͕͍ͭى͖Δ͔Λ༧ଌ͢Δ • ࢑ఆείΞ༻࠷ऴείΞ༻ͷσʔλ͕େ͖͘ ဃ཭͍ͯͨ͠ • ࢲͷνʔϜ͸Ґ͔ΒҐʹసམ IUUQTXXXLBHHMFDPND-"/-&BSUIRVBLF1SFEJDUJPO

  16. ,BHHMFY3  • 3ݴޠͷར఺ͷҰͭ͸σʔλॲཧɾՄࢹԽ • σʔλΛஸೡ͔ͭਝ଎ʹோΊΒΕΔਓ͸ڧ͍ • ˞ ػցֶशϞσϦϯάͷ౎߹Ͱɺ1ZUIPO͕ ඞཁʹͳΔ৔໘΋͋Δ͔΋

  17. ,BHHMFY1ZUIPO  ˞ ೥ʹߨஊ͔ࣾΒॻ੶Խ༧ఆ IUUQTRJJUBDPNVQVSBJUFNTDGGGFEFDEG

  18. ·ͱΊ  • ػցֶशίϯϖʮ,BHHMFʯͷ঺հ • ೥ʹऴྃͨ͠ʮ3ίϯϖʯͷ঺հ • 3Ϣʔβʹ,BHHMFΛ͓קΊ͢Δཧ༝