おちんぎんで見るプロ野球

by hiro.i2

Slide 1

Slide 1 text

͓ͪΜ͗Μ ͰݟΔϓϩ໺ٿ 4QPSUT"OBMZTU.FFUVQ IJSPJʢ!ZPVKP@%4ʣ

Slide 2

Slide 2 text

ࣗݾ঺հ ‣ ໊લ ▸▸ ઘԬྱཧ / Hiromichi Izuoka ▸ ܦྺ ▸▸ ݐઃίϯαϧλϯτˠࣗ୐ܯඋһˠ ɹɹ ϑϩϯτΤϯδχΞˠσʔλαΠΤϯςΟετ ▸ උߟ ▸▸ ໺ٿ޷͖ ▸▸ ΦϦοΫεϑΝϯ ▸▸ ߴߍ໺ٿ޷͖ʢஐ᫦ֶԂग़਎ʣ ▸▸ Kaggle͕޷͖ʢۜ̍͜ʣ @youjo_DS

Slide 3

Slide 3 text

Έͳ͞Μʹͭ͠΋ΜͰ͢ʂ

Slide 4

Slide 4 text

͜Μͳ͜ͱ͓΋ͬͨ͜ͱ͋Γ·ͤΜ͔ʁ ͏Θɺࢲͷ೥ऩ௿͗͢…ʁ ※ࢲ͸͠ΐͬͪΎ͏͋Γ·͢

Slide 5

Slide 5 text

ϓϩ໺ٿબख΋ࢥ͍ͬͯΔʢൈਮʣ ‣ ʮ੣ҙ͸ݴ༿Ͱ͸ͳ͘ɺֹۚʯ ‣ ʮ৴͡ΒΕΜɻࢮͷ͏͔ͱࢥͬͨɻʯ ‣ ʮࣗ෼͕ࢥ͍ͬͯΔͷͱ͕ࠩ͋ͬͨɻʯ ‣ ʮ͓͔͍͠…͜Μͳ͜ͱ͸ڐ͞Εͳ͍…ʯ ‣ ʮAٿஂ͔Β͸੣ҙΛײ͡ΒΕͳ͔ͬͨɻʯ ‣ ʮ͜ΕͳΒ༏উ૪͍͠ͳ͚Ε͹Α͔ͬͨͱࢥͬͯ͠·͏ɻʯ ‣ ʮܞଳి࿩ձࣾͱҰॹͰ͢Αɻ৽نՃೖͷਓʹ͸༏ͯ͘͠طଘͷਓʹ͸ͦͷ··ɻʯ

Slide 6

Slide 6 text

ࠓ೔ͷϞνϕʔγϣϯ ΋͠ϓϩ໺ٿ͕ ೳྗ΍੒੷ʹԠͯ͡ څྉ͕ࢧ෷ΘΕΔੈքͳΒɺ બख͸΋ͬͱ޾ͤʹͳΕΔ͸ͣ

Slide 7

Slide 7 text

ͳʹΛ͠Β΂ͨͷʁ ‣ 2018೥ͷ੒੷ʹج͍ͮͨࠓγʔζϯͷ೥เ ‣ ೥เͷ෼෍ ‣ ೥เͱ੒੷ͷؔ܎ ‣ ΍͍͔͍ͤ͞͠ ‣ ·ͱΊ

Slide 8

Slide 8 text

ͳʹΛ͠Β΂ͨͷʁ ‣ 2018೥ͷ੒੷ʹج͍ͮͨࠓγʔζϯͷ೥เ ‣ ೥เͷ෼෍ ‣ ೥เͱ੒੷ͷؔ܎ ‣ ΍͍͔͍ͤ͞͠ ‣ ·ͱΊ

Slide 9

Slide 9 text

2019೥ ೥เͷώετάϥϜ ੁ໺౤ख

Slide 10

Slide 10 text

2019೥ ೥เͷώετάϥϜ ੁ໺౤ख গ͠ࢁ͕Ͱ͖Δ

Slide 11

Slide 11 text

2019೥ ೥เͷώετάϥϜʢٿஂผʣ

Slide 12

Slide 12 text

2019೥ ೥เͷώετάϥϜʢٿஂผʣ ࢁ͕Ͱ͖ͳ͍νʔϜ ࠷ߴ೥เ̎ԯԁʂ มͳܗ

Slide 13

Slide 13 text

ͳʹΛ͠Β΂ͨͷʁ ‣ 2018೥ͷ੒੷ʹج͍ͮͨࠓγʔζϯͷ೥เ ‣ ೥เͷ෼෍ ‣ ೥เͱ੒੷ͷؔ܎ ‣ ΍͍͔͍ͤ͞͠ ‣ ·ͱΊ

Slide 14

Slide 14 text

೥เͱ૬ؔͷߴ͍ࢦඪ͸ʁʢ໺खฤʣ શٿஂ ٿஂผ

Slide 15

Slide 15 text

೥เͱ૬ؔͷߴ͍ࢦඪ͸ʁʢ໺खฤʣ XR: ɹ0.50×୯ଧ ʴ0.72×ೋྥଧ ʴ1.04×ࡾྥଧ ʴ1.44×ຊྥଧ ʴ0.34×ʢ࢛ٿʴࢮٿʵܟԕ࢛ٿʣ ʴ0.25×ܟԕ࢛ٿ ʴ0.18×౪ྥ ʴ0.37×٘ඈ ʴ0.04×٘ଧ ʵ0.32×౪ྥࢮ ʵ0.090×ʢଧ਺ʵ҆ଧʵࡾৼʣ ʵ0.098×ࡾৼ ʵ0.37×ซࡴଧ ಘ఺ྗ Λද͢ࢦඪ શٿஂ

Slide 16

Slide 16 text

೥เͱ૬ؔͷߴ͍ࢦඪ͸ʁʢ໺खฤʣ શٿஂ ٿஂผ

Slide 17

Slide 17 text

೥เͱ૬ؔͷߴ͍ࢦඪ͸ʁʢ໺खฤʣ ‣ ࡕਆͱ੢෢͸͋·ΓධՁ ʹؔ܎ͳͦ͞͏ͳࢦඪ͕ ૬ؔߴ͘ग़͍ͯΔ ٿஂผ ೥਺ɺ೥ྸ ਎௕ɺମॏ

Slide 18

Slide 18 text

೥เͱ૬ؔͷߴ͍ࢦඪ͸ʁʢ໺खฤʣ ‣ ϠΫϧτ͸ଞٿஂͱൺֱ ͯ͠XR͕೥เͱͷ૬͕ؔ ߴ͍ʢ12ٿஂτοϓͷ 0.92ʣ ٿஂผ

Slide 19

Slide 19 text

ଧ఺ͱ೥เ

Slide 20

Slide 20 text

೥เͱ૬ؔͷߴ͍ࢦඪ͸ʁʢ౤खฤʣ શٿஂ ٿஂผ

Slide 21

Slide 21 text

೥เͱ૬ؔͷߴ͍ࢦඪ͸ʁʢ౤खฤʣ KDʢখদࣜυωʔγϣϯʣ: ɹʢ౤ٿճ਺×3ʣ ʴʢউརʴϗʔϧυʴηʔϒʣ×10 ※ খদࣜυωʔγϣϯʹ͍ͭͯ࿩͠ग़͢ͱ௕͘ͳΔͷ Ͱઆ໌͸ׂѪ͠·͢ɻ શٿஂ

Slide 22

Slide 22 text

೥เͱ૬ؔͷߴ͍ࢦඪ͸ʁʢ౤खฤʣ ‣ ໾ׂʹΑͬͯ੒੷͕ҟͳΔɻ ‣ XR ಉ༷ʹɺ౤खݸਓͷ๷ޚྗ΍উར΁ͷߩݙ౓Λ ද͢ࢦඪΛ௥Ճͯ͋͛͠Δͱ໘നͦ͏ɻ ‣ FIP͕ͦΕʹ͍͕ۙܭࢉࣜͷதʹ๷ޚ཰౳ؚ͕·Ε ͍ͯͨΓɺ࠷ऴతʹΠχϯά਺Ͱঃࢉ͍ͯ͠Δ͜ ͱ͔Β͋·Γ૬͕ؔग़ͳ͔ͬͨՄೳੑ͕͋Δɻ KDʢখদࣜυωʔγϣϯʣ: ɹʢ౤ٿճ਺×3ʣ ʴʢউརʴϗʔϧυʴηʔϒʣ×10 શٿஂ

Slide 23

Slide 23 text

೥เͱ૬ؔͷߴ͍ࢦඪ͸ʁʢ౤खฤʣ ‣ DeNA͕QSɺHQS౳ͷ ࢦඪ΍ͦͷଞউརʹؔΘ Δࢦඪͱ೥เͱͷ૬͕ؔ ߴ͍఺͸ڵຯਂ͍ ٿஂผ

Slide 24

Slide 24 text

খদࣜυωʔγϣϯͱ೥เ

Slide 25

Slide 25 text

ͳʹΛ͠Β΂ͨͷʁ ‣ 2018೥ͷ੒੷ʹج͍ͮͨࠓγʔζϯͷ೥เ ‣ ೥เͷ෼෍ ‣ ೥เͱ੒੷ͷؔ܎ ‣ ΍͍͔͍ͤ͞͠ ‣ ·ͱΊ

Slide 26

Slide 26 text

ଧ఺ͱ೥เ

Slide 27

Slide 27 text

ଧ఺ͱ೥เ ༗๬גκʔϯ ͳʹαϘͬͯΜͶΜ ٿք୅ද

Slide 28

Slide 28 text

΍͍͞͠ੈք ༗๬גκʔϯ ͳʹαϘͬͯΜͶΜ ٿք୅ද

Slide 29

Slide 29 text

ͳʹΛ͠Β΂ͨͷʁ ‣ 2018೥ͷ੒੷ʹج͍ͮͨࠓγʔζϯͷ೥เ ‣ ೥เͷ෼෍ ‣ ೥เͱ੒੷ͷؔ܎ ‣ ΍͍͔͍ͤ͞͠ ‣ ·ͱΊ

Slide 30

Slide 30 text

·ͱΊ ‣ ̍ԯԁલޙͰ෼෍ͷࢁ͕গ͠Ͱ͖Δ ‣ ٿஂʹΑͬͯ೥เͷࢉग़ʹಛ৭͕ग़Δ ‣ ౤ख͸໾ׂͷ֞ࠜΛͳ͘͢ࢦඪΛ୳͍ͨ͠ ‣ ΋͏ͪΐͬͱ΋Βͬͯ΋ྑͦ͞͏ͳબख͕··͍Δ ‣ αϘͬͯΔ΍͕͍ͭΔ ‣ ػցֶशͰ༧ଌͯ͠ΈΔͱ͓΋͠Ζͦ͏ʢFuture Workʣ

Slide 31

Slide 31 text

೥เΛ༧ଌ͢Δͱ… ‣ ٿஂαΠυ ▸▸ ແବͳ͓ͪΜ͗ΜΛ෷Θͳͯ͘ྑ͘ͳΔ ‣ બखαΠυ ▸▸ ʮ͋ͷٿஂͳΒ͜Ε͘Β͍ग़͢ʯͱમಆͷ೩ྉʹͳΔ

Slide 32

Slide 32 text

APPENDIX

Slide 33

Slide 33 text

ࢮ͵΄Ͳࡶͳࢦඪղઆʢଧऀฤʣ ུশ ೔ຊޠ໊ "WH ଧ཰ ( ࢼ߹਺ 1" ଧ੮਺ "# ଧ਺ 3 ಘ఺ ) ҆ଧ਺ *') ಺໺҆ଧ਺ *') ಺໺҆ଧ཰ # ೋྥଧ # ࡾྥଧ )3 ຊྥଧ 5# ྥଧ਺ 3#* ଧ఺ 40 ࡾৼ ## ࢛ٿ *## ܟԕ )#1 ࢮٿ 4"$ ٘ଧ 4' ٘ඈ 4# ౪ྥ $4 ౪ྥࢮ 4# ౪ྥ੒ޭ཰ & Τϥʔग़ྥ 1# ัҳ %1 ซࡴଧ ུশ ೔ຊޠ໊ આ໌ 341 ಘ఺ݍଧ཰ 0#1 ग़ྥ཰ 4-( ௕ଧ཰ 014 ௒௕ଧ཰ /0* 0#14-( (1" 0#14-( 3$ ಘ఺ೳྗධՁࢦඪ 3$ ಘ఺ೳྗධՁࢦඪ 93 ಘ఺ೳྗධՁࢦඪ 93 ಘ఺ೳྗධՁࢦඪ 3$"" ಘ఺ೳྗධՁࢦඪ 93 ಘ఺ೳྗධՁࢦඪ 3$8*/ ಘ఺ೳྗධՁࢦඪ 938*/ ಘ఺ೳྗධՁࢦඪ #"#*1 ΠϯϑΟʔϧυଧ཰ ##, ࢛ٿ×ࡾৼ *TP% ग़ྥೳྗධՁࢦඪ 1"## ଧ੮਺×࢛ٿ 1", ଧ੮਺×ࡾৼ *TP1 ௕ଧྗධՁࢦඪ "#)3 ຊྥଧ཰ 4FD" ௕ଧྗධՁࢦඪ 5" ྥΛՔ͙ೳྗ 14 ύϫʔͱεϐʔυ

Slide 34

Slide 34 text

ࢮ͵΄Ͳࡶͳࢦඪղઆʢ౤खฤʣ ུশ ೔ຊޠ໊ &3" ๷ޚ཰ ( ࢼ߹਺ 4UBSUFS ઌൃొ൘਺ 3FMJFG ٹԉొ൘਺ $1JUDI ࿈౤ 8 উར - ഑ઢ )-% ϗʔϧυ 4 ηʔϒ )1 ϗʔϧυϙΠϯτ 41 ηʔϒϙΠϯτ 38 ٹԉউར 3- ٹԉ഑ઢ $( ׬౤ 4)0 ׬෧ OP## ແ࢛ٿࢼ߹ 81$5 উ཰ *1 Πχϯά਺ 5#' ରઓଧऀ਺ /1 ౤ٿ਺ 1@*1 ౤ٿ਺ʢ̍Πχϯάʣ ) ඃ҆ଧ )3 ඃຊྥଧ 40 ࡾৼ ## ༩࢛ٿ *## ܟԕ )# ༩ࢮٿ ུশ ೔ຊޠ໊ આ໌ 81 ๫౤ #, ϘʔΫ 3 ࣦ఺ &3 ࣗ੹఺ 8)*1 24 ̒ճࣦ̏఺ୡ੒཰ )24 ̒ճࣦ̎఺ୡ੒཰ 424 ̓ճࣦ̏఺ୡ੒཰ "WH ඃଧ཰ #"#*1 ΠϯϑΟʔϧυඃଧ཰ 0#1 ඃग़ྥ཰ 4-( ඃ௕ଧ཰ ,@## ࡾৼ×࢛ٿ ,@ ̕Πχϯά͋ͨΓͷࡾৼ ##@ ̕Πχϯά͋ͨΓͷ࢛ٿ )3@ ̕Πχϯά͋ͨΓͷඃຊྥଧ (0@"0 ΰϩΞ΢τ×ϑϥΠΞ΢τ 34/ ԉޢ཰ *13 ٹԉ౤ٿճ਺×ٹԉࣦ఺ /)# ٹԉແ҆ଧແ࢛ٿ཰ '*1 ໺खͷӨڹΛഉআͨ͠ࢦඪ -0# ࢒ྥ཰ 34"" Ϧʔάͷฏۉతͳ౤खͱൺֱͯ͠  34""Ͳͷఔ౓ࣦ఺Λ૿ݮ͔ͤͨ͞  348*/Կউ΋ͨΒ͔ͨ͠  13Ͳͷఔ౓ࣗ੹఺Λ૿ݮ͔ͤͨ͞ 348*/ 13 ,% খদࣜυωʔγϣϯ

Slide 35

Slide 35 text

͝ਗ਼ௌ ͋Γ͕ͱ͏͍͟͝·ͨ͠