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とある事業会社にとっての Kaggler の魅力
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Shuhei Goda
October 12, 2024
Technology
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2.8k
とある事業会社にとっての Kaggler の魅力
Rist Meetup 2024「Kaggleは業務の役にたつ」登壇資料
https://connpass.com/event/327246/
Shuhei Goda
October 12, 2024
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Transcript
© 2024 Wantedly, Inc. ͱ͋Δࣄۀձࣾʹͱͬͯͷ Kaggler ͷັྗ Oct. 12 2024
- Shuhei Goda Rist Meetup 2024ʮKaggleۀͷʹͨͭʯ
© 2024 Wantedly, Inc. ໊લɿ ߹ా पฏ Shuhei Goda
ॴଐͱׂɿ ΥϯςουϦʔגࣜձࣾ ɾData Team Manager ɾMachine Learning Tech Lead ɾProduct Manager Kaggle Tierɿ Kaggle Competitions Grandmaster @jy_msc ࣗݾհ https://www.kaggle.com/shuheigoda
© 2024 Wantedly, Inc. ຊൃදͰ͍ͨ͜͠ͱ • ࣗࣾͷจ຺ʹج͍ͮͯʮKaggle ۀͷʹཱͭʯ͜ͱΛհ 1. Kaggle
ͰͲ͏͍͏εΩϧ͕ഓΘΕͯɺͲͷΑ͏ͳܗͰཱͬ ͍ͯΔͷ͔ 2. Kaggle ͰಘΒΕΔεΩϧΛԿͱֻ͚߹ΘͤΔ͜ͱͰɺ͞Βͳ ΔۀՌͷ্ΛࢦͤΔ͔ Kaggle ϓϨΠϠʔ݉Ϛωʔδϟʔͱ͍͏ࢹͰߟ͍͑ͯͨ͜ͱΛ͢
© 2024 Wantedly, Inc. Kaggle͕Ͳ͏ʹཱ͔ͭΛ͢લʹ… ࢲͷίϯςΩετΛͬͯ΄͍͠ͷͰɺ࠷ॳʹҎԼΛ͠·͢ • ձ͕ࣾͲ͏͍͏ϏδωεΛ͍ͯ͠Δͷ͔ • ϏδωεͰML͕Ͳ͏͍͏ׂΛ୲͍ͬͯΔͷ͔
• σʔλαΠΤϯςΟετԿΛ͍ͯ͠Δͷ͔
©2024 Wantedly, Inc. ڀۃͷదࡐదॴʹΑΓɺ γΰτͰίίϩΦυϧͻͱΛ;͢ ࢲͨͪͷϛογϣϯ ©2024 Wantedly, Inc.
© 2024 Wantedly, Inc. iOS, Android and Web ؾܰʹձࣾ๚ ϛογϣϯՁ؍ͷڞײͰϚονϯά
• څ༩རްੜͳͲͷ݅Ͱͳ͘ɺ͍͕͋Εձࣾͷ نʹͱΒΘΕͳ͍ ·ͣʮΛฉ͖ʹߦ͘ʯͱ͍͏৽͍͠ମݧ • ݸਓͱاۀ͕ϑϥοτͳઢͰग़ձ͑Δ͜ͱͰɺΑΓັྗ తͳॴΛݟ͚ͭΔ͜ͱ͕Մೳʹ ձࣾ๚ΞϓϦʮWantedly Visitʯ
© 2024 Wantedly, Inc. αʔϏεΛར༻͢Δਓͷత ొਓ αʔϏεΛར༻͢Δత Ϣʔβʔ ઓతͰΓ͕͍ͷ͋Δࣄʹͭ͘ اۀ
ࣗࣾͰ׆༂Ͱ͖ΔਓࡐΛ࠾༻͢Δ
© 2024 Wantedly, Inc. ϓϥοτϑΥʔϜͷશମ૾ Ϣʔβʔ ձࣾһ ෭ۀ ϑϦʔϥϯε ֶੜ
اۀ ܦӦ ࣾһ ਓࣄ Wantedly Visit Ԡื Λฉ͍ͯΈ͍ͨͰ͢ ͥͻ͓͠·͠ΐ͏ʂ εΧτ ͓͠·ͤΜ͔ʁ ͓Λฉ͔͍ͤͯͩ͘͞
© 2024 Wantedly, Inc. ϓϥοτϑΥʔϜͷߏͱ՝ ܧଓɾ෮ؼ ܧଓɾ෮ؼ Ԡื εΧτ ྲྀೖ
৽ن • 2-sided marketplaceͰ͋ΓɺاۀͱϢʔβʔͷ྆ํ͕υϥΠόʔ • ྑ࣭ͳίϯςϯπͷੵɺΓͳ͍ϚονϯάʢޭମݧɺίΞՁʣ͕ॏཁ VisitͷϞσϧ(ུ֓) ෳࡶͷ૿ՃͱϚονϯάޮͷԼ ϓϥοτϑΥʔϜن Ϛονϯά ޮ ્ͱ ͳ͍ͬͯΔ
© 2024 Wantedly, Inc. ϚονϯάޮΛ্ͤ͞ΔͨΊͷΞϓϩʔν ਪનγεςϜΛ׆༻͠ɺϢʔβʔɾاۀํͷίϯςϯπͷදࣔΛ࠷దԽ ਪનγεςϜ ϢʔβʔʹͱͬͯັྗతͰ Ϛον͍͢͠ࣄΛఏࣔ اۀʹͱͬͯັྗతͰ
Ϛον͍͢͠ϢʔβʔΛఏࣔ ྆ࢥ͍ͷؔ Λਪఆ
© 2024 Wantedly, Inc. ػցֶश͕αʔϏεͷίΞՁͰ͋ΔϚονϯάΛΓཱ͍ͨͤͯΔ ػցֶशϞσϧͷੑೳʹൺྫͯ͠ɺαʔϏεͷఏڙՁ্͕͢Δ → ػցֶश͕αʔϏεͷίΞͰ͋ΓɺͦͷܧଓతͳڧԽ͕ڝ૪༏ҐΛͨΒ͢ ػցֶशϞσϧͷੑೳ
αʔϏεͷ ఏڙՁ
© 2024 Wantedly, Inc. ΥϯςουϦʔʹ͓͚ΔσʔλαΠΤϯςΟετͷׂ • ػցֶशɾσʔλ׆༻ͷਪਐɺಛʹਪનγεςϜͷ։ൃʹྗ • ۩ମతʹɺطଘਪનγεςϜͷܧଓతͳվળɺ৽͍͠ਪનମݧͷߏஙΛ࣮ࢪ ൃݟ
σʔλαΠΤϯςΟετ ͷ୲ൣғ ՝ఆٛ ઃܭ ࣮ ධՁ ӡ༻ ΫΠοΫͳԾઆݕূͱՁఏڙͷ࣮ࢪ ʢΞδϟΠϧ։ൃʣ ։ൃϓϩηε ։ൃαΠΫϧ ࣌ؒ …
© 2024 Wantedly, Inc. ͜ͷΑ͏ͳαʔϏε։ൃʹ͓͍ͯ Kaggle Ͳ͏ʹཱͭͷ͔ ύοͱࢥ͍ͭ͘ɺ͔Γ͍͢ͷཱͪํԿͩΖ͏͔ →
σʔλੳίϯϖͰಘͨݟɺࣝΛۀʹద༻͢Δ͜ͱ ۀ՝ Kaggler ͋ɺ͜ΕKaggleͰ ͬͨͱ͜Ζͩʂ ɾಛఆͷ՝ʹର͢Δղܾࡦ ɾରλεΫʹ͓͚ΔSoTA ͳͲͳͲ
© 2024 Wantedly, Inc. ਪનʹؔ͢ΔίϯϖͷҰྫ
© 2024 Wantedly, Inc. ΥϯςουϦʔͷۀͰͲͷ͙Β͍ݟΛద༻Ͱ͖͔ͨ ίϯϖͷݟΛ͏ػձ͋Δ͕ɺઈରతʹෆՄܽͰ͋Δ͜ͱʢͳ͍ͱஶ͘͠ࢧো Λ͖ͨ͢͜ͱʣͦΜͳʹଟ͘ͳ͍ɻؔ࿈จͷ΄͏͕తͳॿ͚ʹͳΔ͜ͱ͕ ଟ͍ ͦͷͨΊຊൃදͰʮʓʓͱ͍͏ۀ՝ʹରͯ͠✕✕ίϯϖͷ
˚˚ͱ͍͏ݟ͕ඇৗʹΫϦςΟΧϧͰେ͖ͳՌ͕ग़ͤͨʂKaggle ͕ͳ͔ͬͨΒବͰͨ͠ײँʂʯͱ͍͔ͬͨΓ͍͢ͳ͍ ※͜͜Ͱ͍͏ݟͱɺಛఆͷ՝ͱͦͷιϦϡʔγϣϯͷηοτͷ͜ͱΛࢦ͢
© 2024 Wantedly, Inc. ίϯϖͷݟ͕ڧྗʹൃش͢Δػձ͕ͦΕ΄Ͳଟ͘ͳ͍ͷͳͥʁ ࠷దͳػցֶशΞϓϩʔνɺυϝΠϯղ͖͘՝ɺσʔλͷੑ࣭ʹ ڧ͘ґଘ͢ΔͨΊɻେ͖ͳಥഁޱͱͳΔͷ͍ʹγϟʔϓʹ͞Δ ίϯϖʹ͓͚Δ എܠɾ՝
ίϯϖͷ༗ޮ Ξϓϩʔν ࣮ʹ͓͚Δ എܠɾ՝ ࣮ͷ༗ޮ Ξϓϩʔν ≠
© 2024 Wantedly, Inc. ͡Ό͋ Kaggle ۀͷʹཱͨͳ͍ʁ Kaggle Λ௨ͯ͡ʮۀͷʹཱͭ൚༻తͳೳྗʯ͕֫ಘͰ͖ɺ
ಛఆͳঢ়گ͚ͩͰͳ͘ɺଟ͘ͷ໘Ͱͷ׆༻͕ظͰ͖Δ ͦΕͰ Kaggle ۀͷʹཱͭ ͱߟ͑Δ
© 2024 Wantedly, Inc. ۀͰେ͖ͳՌΛग़ͨ͢Ίʹඞཁͳೳྗͱ ઐೳྗɺͦͯͦ͠ΕΛʮޮՌతʹ׆͔ͨ͢Ίͷೳྗʯ͕ඞཁ ίϯϐςϯγʔ ઐೳྗ ߴ
ߴ ※͜͜Ͱ͍͏ίϯϐςϯγʔͱɺ ޙఱతʹʹ͚ͭΒΕΔೳྗ
© 2024 Wantedly, Inc. ઐೳྗͱίϯϐςϯγʔͷ্ Kaggle Λ௨ͯ͡ʮઐೳྗ × ίϯϐςϯγʔʯͷ໘ੵ͕͕͍ͬͯ͘ ίϯϐςϯγʔ
ઐೳྗ ߴ ߴ
© 2024 Wantedly, Inc. ઐೳྗʮػցֶशͷ࣮ફతࣝʯ มԽͷܹ͍͠MLྖҬʹ͓͍ͯɺ࣮ફతࣝͷܧଓతͳ֫ಘɺͦͷ࣌ʹ͓͚Δ࠷ େݶͷՌΛ্͛Δ͜ͱʹد༩͢Δ KaggleΛ௨ͨ͘͡ਂ͍ࣝͷ֫ಘ • ଟ༷ͳίϯϖͷࢀՃΛ௨ͯ͡ɺ෯͍ΞϓϩʔνΛαʔϕΠɾ࣮ફ͢Δ
• ࣝͷΠϯϓοτͰऴΘΒͣɺతΛ࣋ͬͯͦͷࣝΛར༻࣮ͯ͠ࡍʹࢼߦࡨޡ ͨ͠ܦݧ͕ਂ͍ཧղʹܨ͕Δ ࣝΛ֫ಘ͢Δ͜ͱͰ • Ξϓϩʔνͷબࢶ͕૿͑Δ͜ͱͰɺٕज़ͰղܾͰ͖Δ͜ͱͷϨϕϧ্͕͕Δ • ٕज़ͰͲ͜·ͰͰ͖Δ͔ͷղ૾͕ߴ·Δ͜ͱͰɺղܾࡦͷ༏ઌΛܾΊΒΕΔ
© 2024 Wantedly, Inc. ઐೳྗʮਅͷՊֶతཧղʯ Kaggle Ͱ͜Μͳܦݧ͋Γ·ͤΜ͔ʁ • ಉ͡Α͏ͳ͜ͱΛ͍ͬͯΔͷʹɺείΞʹେ͖ͳ͕ࠩͰ͖͍ͯΔ •
্ҐೖऀͷιϦϡʔγϣϯ͕γϯϓϧʹݟ͑Δ͚Ͳɺͦͷߴ͍είΞΛ Ͳ͏ͯ͠࠶ݱ͢Δ͜ͱ͕Ͱ͖ͳ͍
© 2024 Wantedly, Inc. ઐೳྗʮਅͷՊֶతཧղʯ ਵॴͰͷޮՌతͳΞϓϩʔνબఆͷੵΈॏͶ͕େ͖ͳࠩΛੜΈग़͍ͯ͠Δ είΞ ʢߴ͍΄͏͕خ͍͠ʣ ϋΠύϥ
εέδϡʔϥʔ ϩεؔ લॲཧ ϋΠύϥ εέδϡʔϥʔ લॲཧ ޙॲཧ ޙॲཧ ϩεؔ ͍͢͝ͻͱ Θͨ͠
© 2024 Wantedly, Inc. ઐೳྗʮਅͷՊֶతཧղʯ ଟ͘ͷܦݧ͔Βಘͨػցֶशʹ͓͚Δײతೳྗ͕ͤΔͷ→ਅͷՊֶతཧղ ग़యɿാଜ༸ଠ, ࣦഊֶͷ͢͢Ί, Իݴޠҩֶ 43
(2), 182-188, 2002
© 2024 Wantedly, Inc. ઐೳྗʮਅͷՊֶతཧղʯ ਅͷՊֶతཧղΛ֫ಘ͢Δ͜ͱʹΑͬͯɺྫ͑Կ͕Ͱ͖Δʁ • ΞϓϩʔνͷߏɾύϥϝλΛͲ͏ௐ͢Δͷ͕ྑͦ͞͏͔Կͱͳ͔͘Δ • ࣮ߦ݁Ռ͕ఆ֎ͩͬͨͱ͖ʹɺͷݪҼͷީิ͕Կͱͳ͔͘Δ(σόοά)
• Ͳͷ͙Β͍ੑೳ্͕ͦ͠͏͔ / ݶք͕Ͳͷ͋ͨΓ͔Կͱͳ͔͘Δ • ͲͷΑ͏ʹਐΊ͍ͯ͘ͷ͕ྑͦ͞͏͔Կͱͳ͔͘Δ → ۀʹ͓͚Δɺࣄͷ࣭ͱޮੑʹେ͖͘د༩͢Δ
© 2024 Wantedly, Inc. ઐೳྗʮਅͷՊֶతཧղʯ Ͳ͏ͬͨΒਅͷՊֶతཧղΛ֫ಘͰ͖Δ͔ʁ • ࣭ͷߴ͍ࢼߦࡨޡΛ͍͔ʹͨ͘͞ΜੵΈॏͶΔ͔ɺ࣭ͱྔͷ྆ํ͕ॏཁ • ࣭ͷߴ͞ͱɺಘΒΕΔܦݧͷີͷ͜ͱ
• తΛ࣋ͬͯΔ͔Ͳ͏͔ • ݁Ռ͔ΒֶͼΛड͚औΕΔ͔Ͳ͏͔
© 2024 Wantedly, Inc. ઐೳྗʮਅͷՊֶతཧղͷ֫ಘʯ ࣭ͷߴ͍ࢼߦࡨޡͷྔ ۀ࣌ؒ Kaggle࣌ؒ KaggleͰͷ࣭ͷߴ͍ޭͱࣦഊͷେྔ֫ಘ •
తΛ࣋ͬͯɺۃݶ·ͰϞσϧͷੑೳվળΛࢼߦࡨޡ͢Δ͜ͱʹΑͬͯɺ࣭ͷߴ ͍ޭͱࣦഊΛଟ֫͘ಘ͢Δ͜ͱ͕Ͱ͖Δ • ߋʹ༷ʑͳίϯϖͰ܁Γฦ͠ܦݧ͢Δ͜ͱͰɺʑͷΞϓϩʔνͷࢼߦࡨޡͷମ ݧΛҰൠԽ͢ΔʢମʹછΈ͔ͤΔʣ͜ͱ͕Ͱ͖Δ
© 2024 Wantedly, Inc. ίϯϐςϯγʔʮΓΔྗʯ ఆٛɿࠔͳঢ়گʹ໘ͯ͠ߟ͑ൈ͖ଓ͚ɺ೪Γڧ͞Λ࣋ͬͯ࠷ޙ·Ͱ ͛͠Δྗ Kaggle Ͱ͜Μͳܦݧ͋Γ·ͤΜ͔ʁ
• ༷ʑͳ࣮ݧΛߦ͕ͬͨείΞશ্͘͠ͳ͍ɻཔΈͷߝʹ͍ͯͨ͠࠷ޙͷ࣮ݧෆൃʹऴΘͬͯ͠ ·ͬͨɻ͏͛ग़ͨ͘͠ͳΔதͰɺࣃΛ৯͍ͬͯ͠Δ͜ͱΛͻͶΓग़͠ଓ͚ͨ • ௨ۈ͓෩࿊ͷ࣌ؒɺ৸Δલ·Ͱɺ࢛࣌தίϯϖͷ͜ͱΛߟ͍͑ͯͨ
© 2024 Wantedly, Inc. ίϯϐςϯγʔʮΓΔྗʯ ʮͳͥ͜Ε্͕͕Βͳ͍ͷ͔ʯʮԿ͔ʯʮͲ͏ͨ͠Βվળ͞ΕΔͷ͔ʯͱ͍ͬ ͨ͜ͱΛɺ͍ͭͰͲ͜Ͱͣͬͱߟ͑ଓ͚ΔܦݧΛ Kaggle ͰੵΈॏͶΔ
→݁Ռͱͯ͠ɺ࣮ʹ͓͍ͯ࠷ޙ·ͰఘΊͣʹίϛοτ͠ଓ͚ΔྗͱͳΔ ɿ͜͜Ͱ͍͏ΓΔྗͱɺ୯ʹ࡞ۀΛ͢Δ͜ͱͰͳ͘ɺৗʹࢥߟΛଓ͚Δ͜ͱΛ ࢦ͢ɻ࠷ޙ·ͰఘΊͣʹߟ͑ൈ͘͜ͱͱ͍ͯ͠ɻ
© 2024 Wantedly, Inc. ίϯϐςϯγʔʮղܾྗʯ ఆٛɿ՝Λਖ਼֬ʹཧղ͠ɺదͳղܾࡦΛཱҊɾ࣮ߦ͠ɺͦͷ݁ՌΛݕ ূͯ͠ܧଓతʹվળ͢ΔϓϩηεΛޮՌతʹߦ͢Δྗ Kaggle Ͱ͜Μͳܦݧ͋Γ·ͤΜ͔ʁ •
͍ΖΜͳվળΛҰؾʹ٧ΊࠐΜͰ͠·͍ɺ్த͔ΒԿ͕ޮ͍͍ͯΔͷ͔Θ͔Βͳ͘ͳͬͯ͠·ͬͨɻল ͯ͠ɺదͳ࣮ݧ݁ՌΛಘΒΕΔΑ͏ɺมߋࠩΛҙ࣮ࣝͯ͠ݧΛܭըཱͯͯਐΊͨ • ଟ͘ͷ࣮ݧΛߦ͍ɺ͏·͍ͬͨ͘έʔε͚ͩͰͳ͘ɺ͏·͍͔͘ͳ͔ͬͨέʔεؚΊ༷ͯʑͳ࣮ݧࡐྉ ͔Β૯߹తʹߟ͑ଓ͚Δ͜ͱͰɺmagicʢඈ༂తʹείΞΛ৳ͤΔॏཁͳ؍ɾԾઆʣΛ֫ಘͨ͠ • Ұ͚݁ͮͨ͜ͱͰ͍ٙ͠ɺ࠶࣮ݧ͢Δ͜ͱͰɺҎલͷ͕݁ؒҧ͍ͬͯͨ͜ͱΛൃݟͨ͠ ҙͷࣄղܾɻ࣮ݧࢤɾߴ͍ಎྗɾ൷తࢥߟͱ͍ͬͨɺޮՌతʹෆ ࣮֬ੑΛݮΒ͢ಈ͖ΛऔΔ͜ͱ͕ɺࣄͷޭ֬Λ͙ͬͱҾ্͖͛Δ
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ٕज़తͳΛੵΈॏͶͯۚϝμϧϥΠϯʹશ͘ಧ͔ͳ͍ɻඈ༂తʹείΞ͕৳ͼɺଞࢀՃऀͱͷ େ͖ͳࠩΛ͚ͭͨͷɺυϝΠϯࣝʹجͮ͘Ξϓϩʔνͩͬͨɻ • υϝΠϯࣝΛಘΔͨΊʹɺମܥతͳࣝΛॻ੶ͳͲ͔Β֫ಘ͢Δ / ࣮ࡍʹσʔλΛఆੑతʹோΊͯΈ Δ / ࣮ࡍʹαʔϏεΛ৮ͬͯΈΔ Կ͔Βେ͖ͳඈ༂͕ੜ·ΕΔ͔Λ௧ײͨ͠ܦݧ͕ɺ࣮Ͱࠔʹؕͬͨ࣌ʹٕज़ͩ ͚ΛݟͨվળΛආ͚ͯɺຊ࣭తղܾΛಋ͘ߦಈΛଅ͢
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εϖγϟϦετ ※ ਤʹ͢Δͷ͕໘ͳͷͰɺٕज़ֵ৽ʹΑΔඈ༂ߟ͑ͳ͍ͷͱ͢Δ ݱ࣌Ͱͷ ݶք
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࠷খݶͷੑೳ Լͨ࣌ؒ͠ɺίετ ϕʔεϥΠϯ εϖγϟϦετ ݱ࣌Ͱͷ ݶք
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࠷খݶͷੑೳ Լͨ࣌ؒ͠ɺίετ ϕʔεϥΠϯ εϖγϟϦετ ڝ૪ྗͷ͋Δ ੑೳ ཁٻ͕ߴ͍΄Ͳ େ͖͘ͳΔ ݱ࣌Ͱͷ ݶք
© 2024 Wantedly, Inc. ΥϯςουϦʔʹ͓͚ΔʮKaggleͷཱͪ߹͍ʯ ػցֶशϞσϧͷੑೳ αʔϏεͷ ఏڙՁ ػցֶशϞσϧͷ
ੑೳ Լͨ࣌ؒ͠ɺίετ αʔϏεͷఏڙՁΛ࠷େԽ͢ΔͨΊʹɺػցֶशϞσϧͷੑೳΛಥ͖٧Ίͳ ͍ͱ͍͚ͳ͍ ΑΓߴ࣭ͳػೳΛਝʹఏڙ͠ଓ͚Δ͜ͱͰͷ ࣋ଓతͳ༏Ґੑͷཱ͕֬ՁͱͳΔ ݱ࣌Ͱͷ ݶք
© 2024 Wantedly, Inc. Kaggle͕ಛʹཱͪͦ͏ͳMLۀΛྨͯ͠ΈΔ 1. MLͷੑೳͱίΞՁ͕ ൺྫ্ͯ͠͠ଓ͚Δέʔ ε 2.
ߴ͍ੑೳʹ౸ୡͯ͠ॳΊͯ ՁఏڙͰ͖Δέʔεʢe.g. ࣗಈӡసʣ ×ͨ͘͞Μ ػցֶशϞσϧͷੑೳ αʔϏεͷ ఏڙՁ ػցֶशϞσϧͷੑೳ αʔϏεͷ ఏڙՁ ػցֶशϞσϧͷੑೳ αʔϏεͷ ఏڙՁ 3. ҰఆͷੑೳͰेͳMLλ εΫ͕ଟ͘ଘࡏ͢Δέʔε
© 2024 Wantedly, Inc. Kaggle ͷܦݧΛ׆༻ͯ͠ɺΑΓେ͖ͳՌΛग़ͨ͢Ίʹ ࣄͰՌΛग़ͨ͢ΊʹඞཁͳೳྗશͯΛ Kaggle Ͱ৳ͤΔΘ͚Ͱͳ͍ →
Kaggle ֎ͰഓΘΕΔೳྗΛ͏·ֻ͚͘߹ΘͤΔ͜ͱ͕ॏཁ KaggleͰ ಘΒΕΔೳྗ Kaggle֎Ͱ ಘΒΕΔೳྗ །ҰແೋͷόϦϡʔ
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υϝΠϯཧղ ιϦϡʔγϣϯͷ࣭ ߴ ઙ ਂ • େ͖ͳมԽΛੜΈग़͢ͷɺ υϝΠϯͦΕΒͷσʔλͷຊ࣭ Λଊ͑ͨΞϓϩʔν • ಛఆͷυϝΠϯʹͲͬΓਁ͔Δ ͜ͱͰɺΑΓޮՌతͳML׆༻͕ ظͰ͖Δ ※͜͜Ͱ͍͏υϝΠϯɿMLٕज़ͷద༻ରͱͳΔ ಛఆͷۀքɺྖҬ
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՝ͷ࣭ ιϦϡʔγϣϯͷ࣭ ߴ ߴ • MLΛ׆༻ͯ͠ʮԿΛʯʮԿͷͨΊ ʹʯղܾ͢Δͷ͔ɺͦͷ͍Λఆٛ ͢Δ • MLͰͲ͜·Ͱ࣮ݱͰ͖Δ͔Λߴ͍ ղ૾Ͱೝ্ࣝͨ͠Ͱదͳ͍Λ ߏங͠ɺٕज़ͱϏδωεͷڮ͠Λ ߦ͏
© 2024 Wantedly, Inc. ࠷ޙʹɿ͢Δ্Ͱͷڥͷॏཁੑ ͜Ε·Ͱհͨ͠ೳྗผʹ Kaggle Ͱͳ͘ ͯऔಘͰ͖ΔɻKaggle Ͱͳ͍ͱବʂͱ
ࢥΘͳ͍ɻସՄೳͰ͢ɻ
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ʮKaggle ָ͕͍͠ʂʯͱͳΔͳΒɺKaggle ͋ͳͨʹͱͬͯͷ࠷ߴͷػձ