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AI(人工知能)に聞いてみた! / video and speech analysis
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Tomoko Matsumura
June 17, 2018
Programming
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1.9k
AI(人工知能)に聞いてみた! / video and speech analysis
クラウドサービスではじめる動画解析/音声解析
Tomoko Matsumura
June 17, 2018
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Transcript
"*ʢਓೳʣʹฉ͍ͯΈͨʂ ΫϥυαʔϏεͰ͡ΊΔಈըղੳʗԻղੳ
)FMMP *`N5PNPLP.BUTVNVSB 6/*90/4:45&.4$0 -5% 3PDL )FBWZ.FUBM *1" :PVDBOGJOENFPO5XJUUFS!OBLP
6/*90/4:45&.4 ์ૹϏδωεࢧԉ • Ӧ์γεςϜ • ൪ൢചγεςϜ • ൢγεςϜ • ۀجװγεςϜ
• ߟࠪཧγεςϜ • ࢹௌऀԠγεςϜ ίϯςϯπϏδωεࢧԉ • ߴϑΝΠϧసૹ • ը૾ڞ༗γεςϜ • .".ʢ.FEJB"TTFU .BOBHFNFOUʣ • ใಓ$.4 ߴϑΝΠϧసૹιϑτΣΞ4503. '51ͷഒͷͰϑΝΠϧసૹՄೳ ˞ฏۉ.CQTͷ௨৴ύϑΥʔϚϯεͷ߹ 6%1 ಠࣗϓϩτίϧ
(3"7*5:&YDIBOHF
“ ಈըΛऔΓѻ͏ݱͰ"*׆༻Ͱ͖Δͷ͔
“ ͪΐͬͱΦϥϯμߦ͖ͬͯͨ✈
*#$ɾ JO"NTUFSEBN
“ ΫϥυαʔϏε"*׆༻͠·͘Γͩͬͨ'
ւ֎ͷΫϥυαʔϏε"*׆༻ࣄྫ ಈըղੳ ◦ λά͚ ◦ ਓநग़ɾಛੳɾײੳ ◦ γʔϯநग़ ◦ จࣈى͜͠ʢࣈນʣ
◦ ϞβΠΫฤू ಠࣗ"*΄΅ͳ͠ɻ ΫϥυαʔϏε"*ΛΈࠐΜͰ͍Δ͕ଟ͍ɻ ͨͩ͠ϕϯμʔϩοΫΠϯΛආ͚ɺෳͷαʔϏεΛ ར༻Ͱ͖ΔΑ͏ͳΈʹͳ͍ͬͯͨɻ
“ ࢼͯ͠ΈΑ͏ʂ
ಈըղੳαʔϏε .JDSPTPGU ◦ 7JEFP*OEFYFSʢQSFWJFXʣ "NB[PO8FC4FSWJDFT ◦ "NB[PO3FLPHOJUJPO7JEFP (PPHMF$MPVE ◦ $MPVE7JEFP*OUFMMJHFODF
“ ࣗಈจࣈى͜͠Մೳɺ ຊޠΛؚΉଟݴޠʹରԠɺ ྑ࣭ͳૉࡐΛֶͬͯश͍ͯ͠Δɺ ͳͲͷͰ·ͣ7JEFP*OEFYFSΛݕূ͢Δ͜ͱʹɻ ʢɾɾɾϓϨϏϡʔ൛͚ͩͲʣ
7JEFP*OEFYFS ಈըૉࡐͷղੳ͕Ͱ͖ΔαʔϏεɻ ෳͷ.JDSPTPGU"*αʔϏεΛΈ߹Θ͍ͤͯΔɻ 3&45"1*Ͱར༻Մೳɻ ղੳ݁ՌʢҰ෦ൈਮʣ ◦ ϏσΦͷਓʢإʣநग़ ◦ ༗໊ਓσʔλϕʔεͱͷর߹ ◦
୭͕ͲͷλΠϛϯάͰൃݴ͔ͨ͠Λಛఆ ◦ ϏσΦͷԻ͔ΒτϥϯεΫϦϓτΛੜ ◦ Ωʔϫʔυͷநग़ ◦ λάʢϥϕϧʣ͚ ◦ ಈըͷจࣈใΛநग़ʢ0$3ʣ
7JEFP*OEFYFSϙʔλϧͰͷղੳ݁Ռදࣔྫ www.voanews.com
\ *E 5FYU)FZIPXZPVEPJOHZFBI*NEPJOHHPPEUIBOLZPV ɹɹɹɹɹZFBI*NEPJOHHSFBUUIBOLZPVOPUFTBSFZPVMFBSOJOH ɹɹɹɹɹ1)1FTQFFEOPUZFUOPX*NSFBMMZGPDVTJOHPOMFBSOJOH $POGJEFODF TQFBLFS*E
-BOHVBHFFO64 *OTUBODFT< \ BEKVTUFE4UBSU BEKVTUFE&OE TUBSU FOE ^ > ɾɾɾ 7JEFP*OEFYFSͰऔಘͰ͖Δ+40/ͷҰྫ
7JEFP*OEFYFSݴޠରԠঢ়گ ◦ ӳޠ ◦ εϖΠϯޠ ◦ ϑϥϯεޠ ◦ υΠπޠ ◦
ΠλϦΞޠ ◦ தࠃޠʢ؆ମࣈʣ ◦ ϙϧτΨϧޠʢϒϥδϧʣ ◦ ຊޠ ◦ ϩγΞޠͳͲ ಈըͰ༻͞Ε͍ͯΔݴޠΛࢦఆͯ͠ɺ ಈըϑΝΠϧΛΞοϓϩʔυ͢Δඞཁ͋Γɻ ͨͩ͠ɺಈըͷԻใ͔Βੜͨ͠ࣈນใΛݩʹ ଞͷݴޠʹࣗಈ༁͢Δ͜ͱՄೳɻ
7JEFP*OEFYFSಈըੳʢӳޠʣ ӳޠͷχϡʔεɾΠϯλϏϡʔɾεϐʔνૉࡐͳͲ Λ7JEFP*OEFYFSͰղੳͨ݁͠Ռɺ ʙۙ͘ͷਫ਼Ͱӳޠࣈນ͕ੜ͞Εͨɻ www.voanews.com
7JEFP*OEFYFSಈըੳʢதࠃޠʣ 7JEFP*OEFYFSͷղੳ݁Ռ ଖൌେՈؓਓஐೳ༗ଟେతྖझɻதࠃ౸ູࢭձሧेၡ ඒۚকࡏਓஐೳਵҬਵઌશੈքɻ ࣮ࡍͷຊ ౨໙େՈؓਓஐೳ༗ଟେతྖझʁதࠃ౸ູࢭձሧेၡɼ কࡏਓೳਵҬਵઌશੈքɻ ༁ʣΈͳ͞Μ"*ʹ͍ͭͯͲΕ͘Β͍ڵຯ͕͋Γ·͔͢ʁதࠃͰेԯυϧΛͯ͡ɺ ·Ͱʹ"*ͰੈքΛϦʔυ͢Δඪ͕ܝ͛ΒΕ͍ͯΔͦ͏Ͱ͢ʂ
7JEFP*OEFYFSಈըੳʢϑϥϯεޠʣ 7JEFP*OEFYFSͷղੳ݁Ռ .BJTRVBOEPLBZ1PVSUPVTMFTQBSUJDJQBOUTÁMBDPOGÉSFODFEFTQFD WPVTÊUFTMBCJFOWFOVF.BEBNFNBUTVCBSBTFSBMÁQPVSWPVTBTTJTUFSFU SÉQPOESFÁUPVTWPTRVFTUJPOT .BEBNF4JNNPOTZFVY1SPGJUFSEFMÉWÉOFNFOUNFSDJ ࣮ࡍͷຊ 1PVSUPVUMFTQBSUJDJQBOUTÁMBDPOGFSFODFEF1)1 WPVTFUFTMFTCJFO WFOVFT.BEBNF.BUTVNVSBTFSBMBQPVSWPVTBTTJTUF[FUSFQPOESFB
UPVUWPTRVFTUJPOT.BEBNFFUNPOTJFVSQSPGJUFSEFMÉWÉOFNFOU NFSDJ ༁ʣ1)1ΧϯϑΝϨϯεԬʹࢀՃ͍ͯ͠ΔΈͳ͞Μɻ࠷ޙ·ͰΠϕϯτΛָ͠Έ·͠ΐ͏ɻ ࠙ձͰদଜ͞Μʹ͔͚͍ͯ͋͛ͯͩ͘͠͞Ͷʂ
“ ݴޠ͠ํʹΑͬͯଟগͷࠩ͋Δ͕ɺ ͔ͳΓྑ͍ਫ਼Ͱࣈນੜ͞Ε͍ͯΔɻ ͜Εຊޠʹظʂ
7JEFP*OEFYFSಈըੳʢຊޠʣ 7JEFP*OEFYFSͷղੳ݁Ռ ͦΕͰχϡʔεͷ࣌ؒͰ͢ɻ ίϯϏχΤϯεετΞͷϢχκϯ૭ਂར༻٬͚ʹ ৯༻Λॆ࣮ͤͨ͞ϞσϧళฮΛԬࢢதԝ۠ͱೆ۠Ͱ ૬͍࣍ͰΦʔϓϯ͠·ͨ͠ɻ
“ ͜Ε݁ߏ͍͍ͷͰ
“ ɾɾɾͦΜͳʹ͘ͳ͔ͬͨ
7JEFP*OEFYFSͷ ◦ ಈըղੳʹ͕͔͔࣌ؒΔɻ ඵؒͷಈըΛղੳ͢Δͷʹ͔͔Δ͜ͱɻ ◦ ऀ͕ΓସΘΔࡍͷࣈນɺ ̎ਓҎ্ͷԻ͕ॏͳͬͨ෦ͷࣈນ͕ਖ਼͘͠ औಘͰ͖ͳ͍͜ͱ͕ଟ͍ɻ ◦ ຊޠࣈນӳޠࣈນͱൺֱ͢Δͱਫ਼͕ѱ͍ɻ
࣮ࡍʹଘࡏ͠ͳ͍୯ޠʹஔ͖͑ΒΕͯ ͍Δ͜ͱ͋Δɻ ◦ ӳޠࣈນϐϦΦυͰ͋Δఔ۠ΒΕ͍ͯΔ͕ɺ ຊޠࣈນʹ۟ಡ͕ͳ͘ɺจষ͕ ۠ΒΕ͍ͯͳ͍ɻ
7JEFP*OEFYFSಈըੳʢӳޠɿ̎ਓͷৗձʣ 7JEFP*OEFYFSͷղੳ݁Ռ )FZIPXZPVEPJOH ZFBI*NEPJOHHPPEUIBOLZPV ZFBI*NEPJOHHSFBU UIBOLZPVOPUFTBSFZPVMFBSOJOH1)1 FTQFFEOPUZFUOPX*NSFBMMZ GPDVTJOHPOMFBSOJOH+PBOOPV ࣮ࡍͷຊ #PCCZɿ)J*TTB
)PXBSFZPVEPJOH *TTBɹɿ:FBI*NEPJOHHPPE BOEZPV #PCCZɿ:FBI*NEPJOHHSFBU5IBOLZPV *TTBɹɿ UIBU`TOJDF #PCCZɿ"SFZPVMFBSOJOH1)1 *TTBɹɿ1)1 /PUZFU /PX *NSFBMMZGPDVTJOHPOMFBSOJOH+BWBOPX
7JEFP*OEFYFSಈըੳʢຊޠɿ̏ਓͷձʣ 7JEFP*OEFYFSͷղੳ݁Ռ ͋͞ͷQIQΧϯϑΝϨϯεԬͱ͍͏ผʹ͠ΌΔΜ͚ͩͲ͍͢͝ۓுͯ͠ ͍ΔΜͰ ࡾ୳͍ͯ͠·ͨ͠ɹࢀՃ͍͚ͨ͠ΕͲޮՌԕ͍൴Βͦ͏͍ ͑౦ژͰेೋ݄ʹ͍ͯ͠ΔͷͰ͕͋͢ΔΒ͍͠Α͍͍ͶͦΕʹ ͜͏ࢢຽͳΜͰɹʹͳΓ·͠ΐ͏ ੜ͞ΕͨࣈນΊͪΌͪ͘Όͳঢ়ଶɾɾɾ ۟ಡ͕ͳ͍ͷͰػց༁ͯ͠ΊͪΌͪ͘Ό
“ ଞͷ"*αʔϏεͰಉ͡ͳͷ͔ʁ
“ ͱΓ͋͑ͣࣈນਫ਼Λݕূ͍͚ͨ͠ΕͲ ಈըղੳ͕͔͔࣌ؒΔ͠ɺ ຊޠͷରԠঢ়گඍົɾɾɾ
ԻղੳαʔϏεʢ4QFFDIUP5FYUʣ .JDSPTPGU ◦ #JOH4QFFDI"1* *#.8BUTPO ◦ 4QFFDIUP5FYU (PPHMF$MPVE ◦ $MPVE4QFFDIUP5FYU
“ ͋ʂ ಈը͔ΒԻ͚ͩൈ͖ग़ͤΑ͍ͷͰ
“ ͔͠͠Իղੳ͍Ζ͍Ζͱେมͩͬͨ
ԻϑΝΠϧͷϑΥʔϚοτ Իใͷൈ͖ग़͠ #JOH4QFFDI"1*4QFFDIUP5FYUʹࢦఆͰ͖ΔԻϑΝΠϧܗࣜ ͔ͳΓݶఆ͞Ε͍ͯΔɻ ྫʣ#JOH4QFFDI"1*ͷରԠԻϑΝΠϧɿ 8"7ϑΝΠϧʢ1$.TJOHMFDIBOOFM NPOP ,)[ʣ "*αʔϏε͕ରԠ͍ͯ͠ΔԻϑΥʔϚοτΛࢦఆͯ͠ɺ ԻΛൈ͖ग़͢ඞཁ͕͋Δɻ
➔GGNQFHΛ༻ͯ͠Իൈ͖ग़͠Λ࣮ߦɻ $ ffmpeg -i input.mp4 -vn -ac 1 -ar 16000 \ -acodec pcm_s16le output.wav
ԻϑΝΠϧͷई ԻϑΝΠϧͷׂ #JOH4QFFDI"1*4QFFDIUP5FYUʹࢦఆͰ͖ΔԻϑΝΠϧͷ ईʢ͞ʣʹ੍ݶ͕͋Δɻ ྫʣ#JOH4QFFDI"1*ͷରԠԻईʢ3&45"1*Λ༻͢Δ߹ʣ ɿඵҎ ϑΝΠϧ͋ͨΓͷईΛࢦఆ͠ɺԻϑΝΠϧΛׂ͢Δඞཁ͕͋Δɻ ➔TPYΛ༻ͯ͠ԻϑΝΠϧׂΛ࣮ߦʢGGNQFHͰಈըϑΝΠϧࣗମΛ ɹׂͯ͠ྑ͍ʣ $
sox input.wav output.wav trim 0 10 : newfile : restart
ಈըͷ࠷ॳ୭͍ͯ͠ͳ͍ʢΰιΰιͱԻ͕͍ͯ͠Δ͚ͩʣ
ԻϑΝΠϧͷແԻ෦ ԻϑΝΠϧͷແԻ෦আڈ ԻϑΝΠϧͷແԻ෦͔ΒɺจࣈใऔಘͰ͖ͳ͍ɻ ˞શແԻ͚ͩͰͳ͘ɺਓͷൃ͕ແ͍෦ؚΉɻ ແԻ෦ؚΊͯͯ͢"*ੳΛϦΫΤετ͍ͯ͠Δͱɺ ϦΫΤετճͷ্ݶʹୡͯ͠͠·͏ʢ·ͨίετ͕͔͔Γ͗͢Δʣ ԻϑΝΠϧ͔ΒແԻ෦Λআڈͯ͠"*ੳʹ͔͚Δɻ ➔TPYΛ༻ͯ͠ԻϨϕϧͷ͍෦ΛΓऔΔɻ $ sox
input.wav output.wav trim 0 10 : newfile : restart
\ UJNFTUBNQT< <ίϯϏχΤϯεετΞ > <ͷ >
<Ϣχκϯ > <Ϛʔτ > < > <ਂ > <ར༻٬ > <͚ > <ʹ > <৯ > < > > DPOGJEFODF USBOTDSJQUίϯϏχΤϯεετΞͷϢχκϯϚʔτ ਂར༻٬͚ʹ৯ ^ 8BUTPO4QFFDIUP5FYUͰऔಘͰ͖Δ+40/ͷҰྫ
/#FTU< \ $POGJEFODF -FYJDBMίϯϏχΤϯεετΞͷϢχκϯޙਂʹ͓٬ݱʹ৯ *5/ίϯϏχΤϯεετΞͷϢχκϯޙਂʹ͓٬ݱʹ৯ .BTLFE*5/ίϯϏχΤϯεετΞͷϢχκϯޙਂʹ͓٬ݱʹ৯
%JTQMBZίϯϏχΤϯεετΞͷϢχκϯޙਂʹ͓٬ݱʹ৯ ^ \ $POGJEFODF -FYJDBMίϯϏχΤϯεετΞͷϢχκϯ͋ͱਂʹ͓٬ݱʹ৯ *5/ίϯϏχΤϯεετΞͷϢχκϯ͋ͱਂʹ͓٬ݱʹ৯ .BTLFE*5/ίϯϏχΤϯεετΞͷϢχκϯ͋ͱਂʹ͓٬ݱʹ৯ %JTQMBZίϯϏχΤϯεετΞͷϢχκϯ͋ͱਂʹ͓٬ݱʹ৯ ^ > #JOH4QFFDI"1*ͰऔಘͰ͖Δ+40/ͷҰྫ
Իղੳͷ݁Ռ ◦ ಈըղੳͱൺֱ͢Δͱɺղੳʹ͔͔Δ࣌ؒগͳ͍ɻ ղੳʹ͔͔Δ֤࣌ؒ"1*ʹΑ͕ͬͯࠩग़Δɻ ˠ#JOH4QFFDI"1*4QFFDIUP5FYUͷ ɹഒҎ্͔ͬͨɻ ◦ 8BUTPO4QFFDIUP5FYUɺ ୯ޠ୯ҐͰͷλΠϜίʔυʢಈըͷҐஔʣΛऔಘͰ͖Δɻ ˠಈըͱࣈນΛ߹͢ΔࡍʹॏཁʹͳΔใɻ
˞ͨͩ͠ɺτϥϯεΫϦϓτʹ୯ޠͱ୯ޠͷؒʹۭനΛ ɹؚΜͰ͠·͏ͨΊɺअຐʹͳΔ͜ͱɻ ◦ Իೝࣝͷ৴པΛऔಘͰ͖ΔͨΊɺ औಘͨ͠จࣈใͷ͏ͪ৴པͷ͍σʔλ ΓࣺͯΔ͜ͱͰ͖Δɻ
Իղੳͷ՝ ◦ ղੳՄೳͳԻϑΥʔϚοτɺईͳͲʹ੍ݶ͕ଟ͍ɻ ◦ ϊΠζແԻ෦ͳͲͷআڈ͕ඞཁͳ߹ɻ ◦ ਓͷൃԻ͕খ͗͢͞Δ߹ͳͲɺ ϘϦϡʔϜΛௐ͔ͯ͠Βղੳ͢Δඞཁ͕͋Δɻ ֤Իղੳ"1*ͷར༻ํ๏͚ͩͰͳ͘ɺ ԻϑΥʔϚοτԻܗͳͲΛ֬ೝ͠ͳ͕Β
Ճ͢Δ͕ࣝඞཁͳ߹͋Δɻ
“ ಈըɾԻղੳΛͯ͠ΈͯΘ͔ͬͨ͜ͱ
ಈըղੳɾԻղੳ"*Λར༻͢Δࡍͷ՝ᶃ ֤ղੳ"*Λར༻͢Δࡍͷҧ͍ ◦ ར༻ํ๏ ▫ 3&45"1*4%,ʢ1)1ͷ4%,গͳ͍ʣ ◦ ೝূํ๏ ▫ #BTJDೝূೝূΩʔೝূτʔΫϯ
◦ ࢦఆͰ͖ΔσʔλͷϑΥʔϚοτɾΦϓγϣϯ ◦ औಘͰ͖ΔσʔλͷϑΥʔϚοτɾϓϩύςΟ ֤"*Ͱಘҙͳσʔλɾෆಘҙͳσʔλ͕͋ΔͨΊɺ ͻͱͭͷ"*͚ͩͰղੳΛਐΊ͍ͯ͘ͱ ͳ͔ͳ͔ྑ͍݁ՌʹͨͲΓ͚ͭͳ͍ɻ ฒߦͯ͠ෳͷ"*Ͱݕূ͍ͯ͘͠ํ๏͕Φεεϝʂ
ಈըղੳɾԻղੳ"*Λར༻͢Δࡍͷ՝ᶄ ղੳ݁Ռͷਫ਼ ◦ ͷਫ਼ग़ͳ͍લఏͰݕূ͢Δɻ ▫ Ի͕ඇৗʹΫϦΞʢϚΠΫΛ௨͍ͯ͠Δʣ ▫ ਖ਼͍͠ൃԻɾൃͰ͋ΔʢΞφϯαʔεϐʔνͳͲʣ ▫ ϊΠζ#(.͕ೖ͍ͬͯͳ͍ɻ
▫ ෳਓͰͷձͰͳ͍ʢ̍ਓͷਓ͕͍ͯ͠Δʣ ͜ΕΒͷ͕݅ଗ͍ͬͯΔͱɺ͔ͳΓߴ͍ਫ਼ͰͷղੳՄೳɻ ͦΕͰݴޠʢӳޠɾຊޠɾͦͷଞʣʹΑΔҧ͍ɺ Ұ෦ͷݻ༗໊ࢺΛղੳͰ͖ͳ͍ͳͲͷΔɻ ͷਫ਼ͰղੳͰ͖Δํ๏Ͱͳ͘ɺ ҎԼͷղੳ݁ՌΛ্ख͘ར༻͢Δํ๏·ͨ ৴པͷ͍σʔλΛΓࣺͯΔํ๏Λ ݕ౼͢Δ͜ͱ͕ॏཁʂ
ಈըղੳɾԻղੳ"*Λར༻͢Δࡍͷ՝ᶅ ϓϨϏϡʔ൛ͷ᠘ʁʁ ◦ ͋Δಥવɾɾɾ ▫ ฦ٫͞ΕΔ+40/ͷܗ͕ࣜมΘΔʂ ▫ "1*͕7͔Β7ʹڧ੍Ҡߦ͞ΕΔʂ ▫ ղੳͰ͖ͳ͘ͳΔʢҰੜ݁Ռ͕ฦͬͯ͜ͳ͍ʣ
▫ յΕͨղੳ݁Ռ͕ฦ٫͞ΕΔʢࡢ·Ͱେৎͩͬͨͷʹʣ ΈࠐΉΞϓϦέʔγϣϯଆͰɺ֤"*ʹΑΔҧ͍ɺ ղੳ݁Ռ͕มΘͬͨ߹ͷࠩҟΛٵऩͰ͖ΔΑ͏ʹ ߟྀͨ͠΄͏͕Α͍ɻͪΖΜɺ ͋Δಥવɺղੳ݁Ռͷਫ਼্͕͕Δ͜ͱʂ
ಈըղੳɾԻղੳ"*Λར༻͢Δࡍͷ՝ᶆ ͦͷଞɺײͨ͜͡ͱͳͲɻ ◦ .JDSPTPGUͷ"*ਫ਼ྑ͍͕ɺαʔϏεܗଶ͕ ࠞཚঢ়ଶɻ ▫ "1*υΩϡϝϯτ͕όϥόϥɻ ▫ αʔϏεʹΑͬͯೝূํ๏ΞΧϯτཧํ๏͕ҟͳΔɻ ▫
.4ͷΠϕϯτʹ߹Θͤͯಥવ༷͕มΘͬͨΓ͢Δɻ ◦ "84ͷ"*ຊޠରԠ͕͍߹͕͋Δɻ ▫ 1)1ͷ4%,͕༻ҙ͞Ε͍ͯΔ˓ ▫ ϒϩάهࣄͳͲͷใଟΊɻ ◦ *#.8BUTPOʹظ͍ͯ͠Δʂ ▫ "1*υΩϡϝϯτ͕ॆ࣮͍ͯͯ͠ݕূ͍͢͠ɻ ▫ ւ֎ͷలࣔձΛݟΔݶΓɺސ٬Ҋ݅ͰݸผରԠ͍ͯ͠Δ༷ࢠɻ ಛఆͷεϙʔπʹಛԽͨ͠εϙʔπಈըղੳͳͲɻ ࠓޙͷల։ʹظʂ
“ ݁ߏେมͦ͏ɻ͓͔͔ۚΔͷͰ
“ ͍ɻେมͰ͢ɻ͓ۚ݁ߏ͔͔Γ·͢
“ Δඞཁ͋Δͷʁ͔Δͷʁ
“ :&4
“ େྔͷө૾ૉࡐΛѻ͏ۀքʹ͍Δ͔Βͦ͜ Ͱ͖Δ͜ͱ͕ͨ͘͞Μ͋Γ·͢
“ ࠓޙͷऔΓΈ ʢͦ͏͍͑Իมʹ͍ͭͯͯ͠ͳ͍Ͷɾɾɾʣ
ө૾σʔλ + AIղੳͷऔΓΈ υϩʔϯࡱӨө૾ ࢹΧϝϥө૾ ϥΠϒࡱӨө૾ ಠࣗΞϓϦέʔγϣϯʹΑΔ ϥΠϒө૾ॲཧɺ τϥϯείʔυॲཧͳͲɻ ݪߘɾςΩετσʔλ
"*ʹΑΔԻม "*ʹΑΔಈըɾԻղੳ ϥΠϒө૾ΛऔΓࠐΈͳ͕Βө૾ղੳ ɹϦΞϧλΠϜจࣈى͜͠ ɹࣗಈλά͚ɾΞʔΧΠϒݕࡧ ө૾σʔλʴ"*Իσʔλ ɹ์ૹσʔλͷࣗಈ࡞ɹɹɹɾɾɾͳͲ
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