Tweet
Tweet

Slide 1

Slide 1 text

©2023 Wantedly, Inc. 
 ΢ΥϯςουϦʔͷ5೥ؒʹ౉ΔਪનγεςϜͷมભ JSAI2023 ΠϯμετϦΞϧηογϣϯ5 Jun. 7 2023 - ߹ాपฏʢ΢ΥϯςουϦʔגࣜձࣾʣ

Slide 2

Slide 2 text

©2023 Wantedly, Inc. ࣗݾ঺հ ໊લ 
 ߹ా पฏ(Shuhei Goda) ܦྺ 
 2016೥3݄ ๺ւಓେֶେֶӃཧֶӃӉ஦ཧֶઐ߈म࢜՝ఔमྃ ॴଐɾ໾ׂ 
 ΢ΥϯςουϦʔגࣜձࣾɾData Science Tech Lead ձࣾ๚໰ΞϓϦ Wantedly Visit ͷϚονϯά෦෼Λ୲͏ 
 ਪનγεςϜͷ։ൃΛਪਐ͍ͯ͠ΔɻKaggle Master @hakubishin3 @jy_msc

Slide 3

Slide 3 text

©2023 Wantedly, Inc. ຊൃදͰ࿩͍ͨ͜͠ͱ WebαʔϏεʹ͓͚ΔਪનγεςϜ։ൃมભͷҰࣄྫͱͯ͠ɺฐࣾͷ͜ͱΛ঺հ • ΢ΥϯςουϦʔͰ͸ɺਪનγεςϜͷ։ൃʹ஫ྗ • ਪનγεςϜͷ։ൃΛઐ໳ͱ͢ΔνʔϜΛ্ཱ͔ͪ͛ͯΒ̑೥ܦա • ͲͷΑ͏ͳաఔͰਪનγεςϜΛ։ൃɾվળ͖͔ͯͨ͠Λ঺հ

Slide 4

Slide 4 text

©2023 Wantedly, Inc. ڀۃͷదࡐదॴʹΑΓɺ 
 γΰτͰίίϩΦυϧͻͱΛ;΍͢ ձࣾ঺հ ࢲͨͪͷϛογϣϯ ©2023 Wantedly, Inc.

Slide 5

Slide 5 text

©2023 Wantedly, Inc. ձࣾʹ༡ͼʹߦ͜͏ ňΧδϡΞϧ໘ஊʯͱ͍͏࢓ࣄ୳͠ͷ৽ج४ • ਓͱνʔϜΛʮ૝͍ʯͰϚονϯά • ň࿩Λฉ͖ʹߦ͘ʯମݧΛ௨ͯ͡ϑϥοτͳग़ձ͍Λ૑ग़ ਐԽΛଓ͚ΔUIͱج൫ • ίϯςϯπ͕ө͑ΔϞμϯͰγϯϓϧͳUIදݱ • ΑΓຊ࣭తͳϚονϯάΛՄೳʹ͢ΔਪનΞϧΰϦζϜ ఏڙϓϩμΫτ

Slide 6

Slide 6 text

©2023 Wantedly, Inc. Wantedly Visit ͷίΞՁ஋ͱ͸ Ϣʔβʔͱձࣾͷັྗతͳʰग़ձ͍ʱ • ଟ͘ͷϢʔβʔɾձ͕ࣾαʔϏεΛར༻͓ͯ͠ΓɺՁ஋؍ɾᅂ޷͸ଟछଟ༷ • ͲͷϢʔβʔʹରͯ͠΋ັྗతͳϚονϯάମݧΛఏڙͰ͖ΔΑ͏ਪનγεςϜΛ׆༻

Slide 7

Slide 7 text

©2023 Wantedly, Inc. Wantedly Visit ͷਪનγεςϜͷมભ 2012೥ϦϦʔε 2018೥ 2021೥ 2023೥ MLಋೖ ϑΣΠζ MLվળ ϑΣΠζ ʁʁ ొ࿥Ϣʔβʔɾاۀ਺: 100ສਓ 2ສࣾ 200ສਓ 3ສࣾ 360ສਓ 3.8ສࣾ ٕज़׆༻: ϧʔϧϕʔεɾ ώϡʔϦεςΟοΫ

Slide 8

Slide 8 text

©2023 Wantedly, Inc. MLಋೖϑΣΠζ ػցֶशΛ༻͍ͨύʔιφϥΠθʔγϣϯͷಋೖ • τοϓϖʔδͷ͓͢͢ΊॱͰ͸ɺશһʹಉ͡ืूΛදࣔ͢Δ͜ͱͰɺԠื਺ͳͲͷࢦඪ 
 ΍Ұ෦ͷձࣾʹԠื͕ूத͢ΔͳͲͷ໰୊͕ੜ͍ͯͨ͡ • ύʔιφϥΠθʔγϣϯͰϢʔβʔͷ՝୊ΛղফͰ͖Δ͔ΛඇػցֶशϩδοΫͰ 
 ΫΠοΫʹݕূɺ༗ޮੑ͕໌Β͔ʹͳͬͨͷͰίετΛ͔͚ͯػցֶशϕʔεΛಋೖ

Slide 9

Slide 9 text

©2023 Wantedly, Inc. MLಋೖϑΣΠζ ߴ͍඼࣭ͷਪનΛఏڙ͢ΔྖҬɾػձΛ޿͛Δ • αʔϏε಺ͷෳ਺ͷྖҬͰͷߴ඼࣭ͳਪનͷఏڙ ➡ Push௨஌ɺΩʔϫʔυݕࡧɺίϯςϯπϖʔδͳͲ • ϢʔβʔͷϥΠϑαΠΫϧʹґΒͳ͍ߴ඼࣭ͳਪનͷఏڙ ➡ ৽نొ࿥௚ޙ͔Βڵຯͷ͋Δืूʹग़ձ͑Δਪનػೳͷఏڙ

Slide 10

Slide 10 text

©2023 Wantedly, Inc. MLվળϑΣΠζʢݱࡏਐߦதʣ Ϣʔβʔ͕࣋ͭ՝୊ͷղ૾౓ΛߴΊ͍͖ͯɺϢʔβʔମݧΛຏ͍͍ͯ͘ • Ϣʔβʔମݧʹ߹ΘͤͨਪનγεςϜͷΞʔΩςΫνϟͱͯ͠૬ޓਪનγεςϜΛಋೖ • Ϣʔβʔͱձࣾͷ૒ํ޲ͷᅂ޷ͱͦͷ݁Ռੜ͡ΔϚονϯάΛ௚઀తʹϞσϧԽ

Slide 11

Slide 11 text

©2023 Wantedly, Inc. MLվળϑΣΠζʢݱࡏਐߦதʣ Ϣʔβʔ͕࣋ͭ՝୊ͷղ૾౓ΛߴΊ͍͖ͯɺϢʔβʔମݧΛຏ͍͍ͯ͘ • ਪનγεςϜΛΞοϓσʔτ͢Δʹ͸ɺߴ͍ղ૾౓ͰͷϢʔβʔཧղ͕ඞཁෆՄܽ • ԾઆݕূΛΫΠοΫʹճ͢͜ͱͰϢʔβʔ΍ձ͕ࣾඞཁͱ͢ΔʮՁ஋ʯΛݟ͚ͭΔ • ݟ͚ͭͨʮՁ஋ʯΛޮՌతʹϓϩμΫτʹ൓ө͍ͯ͘͠ ➡ Ձ஋ͷ͋ΔΞΠςϜͷਪఆਫ਼౓ͷ޲্ ➡ Ձ஋͕͋Δ͜ͱͷޮՌతͳ఻͑ํ

Slide 12

Slide 12 text

©2023 Wantedly, Inc. ࠓޙͷϑΣΠζ͸ʁ ςΫϊϩδʔΛ׆༻ͨ͠৽ͨͳମݧͮ͘Γ • ௕೥ͷ։ൃͰ֫ಘ͖ͯͨ͠՝୊ɺ஌ݟΛ࢖ͬͯ࣍ͷνϟϨϯδʹ౿Έग़͍ͯ͘͠ ➡ ͜Ε·ͰɿϓϩμΫτͷطଘͷମݧʹଈͨ͠ςΫϊϩδʔͷ׆༻ ➡ ͜Ε͔ΒɿςΫϊϩδʔͷಛੑΛ׆͔ͨ͠৽͍͠ମݧ࡞Γʢྫ͑͹ɺ୳ࡧɺLLMɺڞײx࠷ద௅ઓʣ • ϢʔβʔϑΝʔετ͕େݪଇɺਅ伨ʹϢʔβʔͷ՝୊ղܾʹऔΓ૊Ήͷ͸ࠓޙ΋มΘΒͳ͍ ➡ Ϣʔβʔͷ՝୊ x ςΫϊϩδʔͷॏͳΔͱ͜ΖΛϓϩμΫτʹऔΓೖΕ͍ͯ͘ Ϣʔβʔͷ 
 ՝୊ ςΫϊϩδʔ

Slide 13

Slide 13 text

©2023 Wantedly, Inc. ؾܰʹ࿩Λฉ͖ʹདྷ͍ͯͩ͘͞ʂ 1Fϗʔϧͷࠨखʹͯϒʔεల͍ࣔͯ͠·͢