Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
第5回ソーイAI勉強会:自然言語処理 Part2
Search
sewii
July 10, 2025
0
94
第5回ソーイAI勉強会:自然言語処理 Part2
sewii
July 10, 2025
Tweet
Share
More Decks by sewii
See All by sewii
第4回ソーイAI勉強会:自然言語処理
sewiiinc
0
51
第3回ソーイAI勉強会:深層学習基礎 最終回
sewiiinc
0
84
第1回ソーイAI勉強会:機械学習と深層学習
sewiiinc
0
70
ソーイAI勉強会 第2回:深層学習の計算
sewiiinc
0
58
Featured
See All Featured
Stop Working from a Prison Cell
hatefulcrawdad
271
21k
The Web Performance Landscape in 2024 [PerfNow 2024]
tammyeverts
9
840
Imperfection Machines: The Place of Print at Facebook
scottboms
269
13k
Why You Should Never Use an ORM
jnunemaker
PRO
59
9.5k
CSS Pre-Processors: Stylus, Less & Sass
bermonpainter
358
30k
Helping Users Find Their Own Way: Creating Modern Search Experiences
danielanewman
30
2.9k
For a Future-Friendly Web
brad_frost
180
9.9k
Product Roadmaps are Hard
iamctodd
PRO
54
11k
Building Better People: How to give real-time feedback that sticks.
wjessup
368
20k
Fashionably flexible responsive web design (full day workshop)
malarkey
407
66k
StorybookのUI Testing Handbookを読んだ
zakiyama
31
6.1k
Keith and Marios Guide to Fast Websites
keithpitt
411
22k
Transcript
ୈճɿࣗવݴޠॲཧ1BSU
લճͷ෮श
ਓ͕ؒจষΛཧղ͢Δ࣌ɺແҙࣝʹจઅ୯ޠʹղ͢Δ ίϯϐϡʔλ͕จΛѻ͏߹ ·ͣѻ͑Δ෦ͷղ͔Β࢝ΊΔ
ݱࡏαϒϫʔυʢจࣈͱ୯ޠͷதؒͷ୯ҐʣͰׂ͍ͯ͠Δ JOUFSOBUJPOBM *OUFSOʜ JOUFSOBUJPOBM JOUFSOBUJPOBM จࣈ ୯ޠ αϒϫʔυ
จࣈ ୯ޠ αϒϫʔυ τʔΫϯɿׂ୯Ґͷ͜ͱ ˞τʔΫφΠβʔɿτʔΫϯʹׂ͢Δπʔϧ
୯ޠʹΑΔׂͷ ҙຯͷґଘ େͳޠኮ ະޠͷରԠ
୯ޠʹΑΔׂͷ ҙຯͷґଘ େͳޠኮ ະޠͷରԠ αϒϫʔυͰͯ͢ղܾʂʂ
αϒϫʔυʹׂ͢Δํ๏
τʔΫφΠβʔͷׂɿ ͲͷΑ͏ͳαϒϫʔυׂ͕͍͍ͷ͔ΛςΩετ͔Βܾఆ τʔΫφΠβʔͰͷֶशɿ ेͳྔͷςΩετσʔλ͔ΒτʔΫϯΛऔΓग़͠ɺޠኮʹՃ͍ͯ͘͠ #ZUF1BJS&ODPEJOH #1& ΞϧΰϦζϜʹ͍ͭͯղઆ͍ͯ͘͠
ᶃશͯͷจࣈΛޠኮʹՃ ᶄසग़͢ΔจࣈͷΛ݁߹ͯ͠ޠኮʹՃ ᶅޠኮͷ͕نఆʹୡ͢Δ·Ͱ܁Γฦ͢ ਓ ೳ ͱ ਓ
ؒ ͷ ೳ Λ ਓೳͱਓؒͷೳΛ ਓೳɹͱɹਓؒɹͷɹೳΛ ޠኮϦετ
τʔΫφΠβʔͷֶश࠷ॳʹ༩͑Δ࠷େޠኮͰ੍ޚ͢Δ ֶशʹͬͨޠኮ
τʔΫφΠβʔͷֶश࠷ॳʹ༩͑Δ࠷େޠኮͰ੍ޚ͢Δ αϒϫʔυͷޠኮ ޠኮΛ૿͢ͱτʔΫϯ͕ݮΔ
ޠኮΛ૿ͤʢొ͢Δαϒϫʔυͷ͕ଟ͘ͳΕʣςΩετΛද͢ τʔΫϯ͕গͳ͘ͳΓɺ͏·͘ใΛѻ͑ΔͷͰͳ͍͔ʁ
ֶशճ͕গͳ͍ͱਫ਼ʹӨڹ
ͳͥେنσʔλ͕ඞཁͳͷ͔ʁ ͍ޠኮͰֶशσʔλதʹ ेͳճొ͢ΔΑ͏ʹ͢ΔͨΊ
8PSE7FDʹ͍ͭͯ
୯ޠΛϕΫτϧʹม͢Δͷ ˠ୯ޠͷҙຯΛԽ XPSE7FDͱʁ ҙຯ͕ࣅ͍ͯΔʂʂ
XPSEWFDʹΑΔ୯ޠͷྨࣅੑΛՄࢹԽ
ͲͷΑ͏ʹ୯ޠͷҙຯΛ֫ಘ͍ͯ͠Δͷ͔ʁ
Ծઆɿ͍ۙҙຯͷ୯ޠಉ͡Α͏ͳݴ༿ͱҰॹʹΘΕΔ ɾே৯ʹߚΛΜͰҿΉ ɾே৯ʹίʔώʔΛΜͰҿΉ
˞ৗʹಉ͡ΘΕํΛ͢ΔΘ͚Ͱͳ͍
ࣅ͍ͯΔจ຺ͰΘΕΔճ͕ଟ͍୯ޠ ͍ۙϕΫτϧʹͳΔΑ͏ʹֶश ҙຯΛϕΫτϧͰදݱ͢Δ͜ͱʹޭ
8PSEWFDͷݶք
X XPSEWFDʹΑΔ୯ޠϕΫτϧ̍୯ޠʹ͖ͭ̍ͭͷΈ ͦͷ୯ޠ͕࣋ͭฏۉతͳҙຯΛද͍ͯ͠Δʹա͗ͳ͍ ͳ͍͚ͥͳ͍ͷ͔ʁ
X XPSEWFDͰҎԼͷಛΛଊ͖͑Εͳ͍ ҙຯͷଟ༷ੑ จ๏తͳׂ
X ҙຯͷଟ༷ੑ CBOL ۜߦ ख
X ҙຯͷଟ༷ੑ CBOL ۜߦ ख ୯ޠϕΫτϧΑΓ͍͚͕Ͱ͖ͳ͍
จ๏తͳׂ Ֆ͕࡙͘ ՖʹਫΛΔ
จ๏తͳׂ Ֆ͕࡙͘ ՖʹਫΛΔ ओޠ తޠ
จ๏తͳׂ Ֆ͕࡙͘ ՖʹਫΛΔ ओޠ తޠ จ๏తͳχϡΞϯε͕ഉআ͞Εͯ͠·͏
ຒΊࠐΈϕΫτϧͱʁ
X ͦͦͳͥXPSEWFD͕ҎԼͷಛΛଊ͖͑Εͳ͍ͷ͔ʁ ҙຯͷଟ༷ੑ จ๏తͳׂ
ͦΕXPSEWFDʹΑͬͯੜ͞ΕΔϕΫτϧ ฏۉతͳҙຯΛද͢ʮ੩తʯͳϕΫτϧ͔ͩΒ
ʮಈతʯͳχϡΞϯεΛؚΉΑ͏ʹͳͬͨͷ͕ ຒΊࠐΈϕΫτϧʂʂ
ຒΊࠐΈϕΫτϧΛͬͨॲཧͷྲྀΕʢ̐ͭʣ
ೖΧςΩετΛτʔΫϯʹׂ͠ɺ τʔΫϯ͝ͱʹݻ༗ͷτʔΫϯM%ΛৼΔ τʔΫϯ*%ʹରԠ͢ΔϕΫτϧΛ χϡʔϥϧωοτϫʔΫʹೖྗͯ͠ ֶशɾਪ ˞࣮ࡍ͜ͷτʔΫϯ*%ʹΑׂͬͯΓͯΒΕͨ੩తͳϕΫτϧΛຒΊ ࠐΈϕΫτϧͱݺͿ͜ͱ͕ଟ͍
5SBOTGPSNFSͰจ຺ʹΑΓຒΊࠐΈϕ ΫτϧΛಈతʹมԽͤ͞Δ ࠷ऴతͳग़ྗ ˞5SBOTGPSNFSɺʹൃද͞ΕͨਂֶशϞσϧͰɺݱࡏͷଟ͘ͷࣗવݴޠॲཧ"*ʢ$IBU(15ͳͲʣͷجૅ ˞ୈճ͋ͨΓͰΖ͏ͱࢥ͍ͬͯΔͷͰ͜͜Ͱઆ໌Λল͖·͢ 5SBOTGPSNFSͷҙʢΞςϯγϣϯʣػߏʹ͍ͭͯͷάϥϑ ʮจ຺Խ͞ΕͨຒΊࠐΈϕΫτϧ $POUFYUVBMJ[FE &NCFEEJOH ʯͱݺͿ͜ͱ͋Γ·͢
X ຒΊࠐΈϕΫτϧ͍֓೦ͰݺΕΔ͕ɺͦͷதʹ ಈతͱ͍͏χϡΞϯεؚ͕·Ε͍ͯΔ ޮతʹจ຺Λଊ͑ɺࣗવͳݴޠΛੜͰ͖ΔΑ͏ʹͳͬͨ
X ·ͱΊ τʔΫφΠβʔʹΑΓจষΛαϒϫʔυʹׂ͢Δ ొ͢ΔαϒϫʔυΛଟͯ͘͠ɺϞσϧͷਫ਼Λ্͛Δʹେنσʔλ͕ඞཁ XPSEWFDʹΑΓ୯ޠΛͰද͢͜ͱͰίϯϐϡʔλʹ୯ޠͷҙຯΛѲ ͤ͞Δ͜ͱ͕Ͱ͖ΔΑ͏ʹͳͬͨ XPSEWFDͷ୯ޠϕΫτϧจষதͰมԽ͠ͳ͍ͨΊɺҟͳΔจ຺ͰมԽ͢Δ ຒΊࠐΈϕΫτϧ͕ݱࡏͰΘΕ͍ͯΔ
࣍ճͷ༧ఆ
େنݴޠϞσϧ