AI（人工知能）に聞いてみた！ / video and speech analysis

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"*ʢਓ޻஌ೳʣʹฉ͍ͯΈͨʂ Ϋϥ΢υαʔϏεͰ͸͡ΊΔಈըղੳʗԻ੠ղੳ

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)FMMP *`N5PNPLP.BUTVNVSB 6/*90/4:45&.4$0 -5% 3PDL )FBWZ.FUBM *1" :PVDBOGJOENFPO5XJUUFS!OBLP

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6/*90/4:45&.4 ์ૹϏδωεࢧԉ ● Ӧ์γεςϜ ● ൪૊ൢചγεςϜ ● ෺ൢγεςϜ ● ۀ຿جװγεςϜ ● ߟࠪ؅ཧγεςϜ ● ࢹௌऀԠ౴γεςϜ ίϯςϯπϏδωεࢧԉ ● ߴ଎ϑΝΠϧసૹ ● ը૾ڞ༗γεςϜ ● .".ʢ.FEJB"TTFU .BOBHFNFOUʣ ● ใಓ$.4    ߴ଎ϑΝΠϧసૹιϑτ΢ΣΞ4503.  '51ͷ໿ഒͷ଎౓ͰϑΝΠϧసૹՄೳ  ˞ฏۉ.CQTͷ௨৴ύϑΥʔϚϯεͷ৔߹ 6%1 ಠࣗϓϩτίϧ

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(3"7*5:&YDIBOHF

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“ ಈըΛऔΓѻ͏ݱ৔Ͱ"*͸׆༻Ͱ͖Δͷ͔

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“ ͪΐͬͱΦϥϯμߦ͖ͬͯͨ✈

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*#$ɾ  JO"NTUFSEBN

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“ Ϋϥ΢υαʔϏε"*׆༻͠·͘Γͩͬͨ'

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ւ֎੡඼ͷΫϥ΢υαʔϏε"*׆༻ࣄྫ ಈըղੳ ◦ λά෇͚ ◦ ਓ෺நग़ɾಛ௃෼ੳɾײ৘෼ੳ ◦ γʔϯநग़ ◦ จࣈى͜͠ʢࣈນʣ ◦ ϞβΠΫฤू ಠࣗ"*͸΄΅ͳ͠ɻ  Ϋϥ΢υαʔϏε"*Λ૊ΈࠐΜͰ͍Δ੡඼͕ଟ͍ɻ  ͨͩ͠ϕϯμʔϩοΫΠϯΛආ͚ɺෳ਺ͷαʔϏεΛ  ར༻Ͱ͖ΔΑ͏ͳ࢓૊Έʹͳ͍ͬͯͨɻ

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“ ࢼͯ͠ΈΑ͏ʂ

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ಈըղੳαʔϏε .JDSPTPGU ◦ 7JEFP*OEFYFSʢQSFWJFXʣ  "NB[PO8FC4FSWJDFT ◦ "NB[PO3FLPHOJUJPO7JEFP  (PPHMF$MPVE ◦ $MPVE7JEFP*OUFMMJHFODF

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“ ࣗಈจࣈى͜͠Մೳɺ  ೔ຊޠΛؚΉଟݴޠʹରԠɺ  ྑ࣭ͳૉࡐΛ࢖ֶͬͯश͍ͯ͠Δɺ  ͳͲͷ఺Ͱ·ͣ͸7JEFP*OEFYFSΛݕূ͢Δ͜ͱʹɻ ʢɾɾɾϓϨϏϡʔ൛͚ͩͲʣ

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7JEFP*OEFYFS ಈըૉࡐͷղੳ͕Ͱ͖ΔαʔϏεɻ  ෳ਺ͷ.JDSPTPGU"*αʔϏεΛ૊Έ߹Θ͍ͤͯΔɻ  3&45"1*Ͱར༻Մೳɻ  ղੳ݁ՌʢҰ෦ൈਮʣ ◦ ϏσΦ಺ͷਓ෺ʢإʣநग़ ◦ ༗໊ਓσʔλϕʔεͱͷর߹ ◦ ୭͕ͲͷλΠϛϯάͰൃݴ͔ͨ͠Λಛఆ ◦ ϏσΦ಺ͷԻ੠͔ΒτϥϯεΫϦϓτΛੜ੒ ◦ Ωʔϫʔυͷநग़ ◦ λάʢϥϕϧʣ෇͚ ◦ ಈը಺ͷจࣈ৘ใΛநग़ʢ0$3ʣ 

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7JEFP*OEFYFSϙʔλϧͰͷղੳ݁Ռදࣔྫ www.voanews.com

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\ *E 5FYU)FZIPXZPVEPJOHZFBI*NEPJOHHPPEUIBOLZPV  ɹɹɹɹɹZFBI*NEPJOHHSFBUUIBOLZPVOPUFTBSFZPVMFBSOJOH  ɹɹɹɹɹ1)1FTQFFEOPUZFUOPX*NSFBMMZGPDVTJOHPOMFBSOJOH $POGJEFODF TQFBLFS*E -BOHVBHFFO64 *OTUBODFT< \ BEKVTUFE4UBSU BEKVTUFE&OE TUBSU FOE ^ > ɾɾɾ 7JEFP*OEFYFSͰऔಘͰ͖Δ+40/ͷҰྫ

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7JEFP*OEFYFSݴޠରԠঢ়گ ◦ ӳޠ ◦ εϖΠϯޠ ◦ ϑϥϯεޠ ◦ υΠπޠ ◦ ΠλϦΞޠ ◦ தࠃޠʢ؆ମࣈʣ ◦ ϙϧτΨϧޠʢϒϥδϧʣ ◦ ೔ຊޠ ◦ ϩγΞޠͳͲ  ಈը಺Ͱ࢖༻͞Ε͍ͯΔݴޠΛࢦఆͯ͠ɺ  ಈըϑΝΠϧΛΞοϓϩʔυ͢Δඞཁ͋Γɻ  ͨͩ͠ɺಈը಺ͷԻ੠৘ใ͔Βੜ੒ͨ͠ࣈນ৘ใΛݩʹ  ଞͷݴޠʹࣗಈ຋༁͢Δ͜ͱ͸Մೳɻ

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7JEFP*OEFYFSಈը෼ੳʢӳޠʣ ӳޠͷχϡʔεɾΠϯλϏϡʔɾεϐʔνૉࡐͳͲ  Λ7JEFP*OEFYFSͰղੳͨ݁͠Ռɺ  ʙۙ͘ͷਫ਼౓Ͱӳޠࣈນ͕ੜ੒͞Εͨɻ www.voanews.com

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7JEFP*OEFYFSಈը෼ੳʢதࠃޠʣ 7JEFP*OEFYFSͷղੳ݁Ռ ଖൌେՈؓਓ޻ஐೳ༗ଟେతྖझɻதࠃ౸೥ູࢭձ౤ሧ਺ेၡ  ඒۚকࡏਓ޻ஐೳਵҬਵઌશੈքɻ ࣮ࡍͷ୆ຊ ౨໙େՈؓਓ޻ஐೳ༗ଟେతྖझʁதࠃ౸೥ູࢭձ౤ሧ਺ेၡɼ  কࡏਓ޻୞ೳਵҬਵઌશੈքɻ ༁ʣΈͳ͞Μ"*ʹ͍ͭͯ͸ͲΕ͘Β͍ڵຯ͕͋Γ·͔͢ʁதࠃͰ͸਺ेԯυϧΛ౤ͯ͡ɺ  ೥·Ͱʹ"*෼໺ͰੈքΛϦʔυ͢Δ໨ඪ͕ܝ͛ΒΕ͍ͯΔͦ͏Ͱ͢ʂ

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7JEFP*OEFYFSಈը෼ੳʢϑϥϯεޠʣ 7JEFP*OEFYFSͷղੳ݁Ռ .BJTRVBOEPLBZ1PVSUPVTMFTQBSUJDJQBOUTÁMBDPOGÉSFODFEFTQFD  WPVTÊUFTMBCJFOWFOVF.BEBNFNBUTVCBSBTFSBMÁQPVSWPVTBTTJTUFSFU SÉQPOESFÁUPVTWPTRVFTUJPOT  .BEBNF4JNNPOTZFVY1SPGJUFSEFMÉWÉOFNFOUNFSDJ ࣮ࡍͷ୆ຊ 1PVSUPVUMFTQBSUJDJQBOUTÁMBDPOGFSFODFEF1)1 WPVTFUFTMFTCJFO WFOVFT.BEBNF.BUTVNVSBTFSBMBQPVSWPVTBTTJTUF[FUSFQPOESFB UPVUWPTRVFTUJPOT.BEBNFFUNPOTJFVSQSPGJUFSEFMÉWÉOFNFOU NFSDJ ༁ʣ1)1ΧϯϑΝϨϯε෱ԬʹࢀՃ͍ͯ͠ΔΈͳ͞Μɻ࠷ޙ·ͰΠϕϯτΛָ͠Έ·͠ΐ͏ɻ ࠙਌ձͰদଜ͞Μʹ࿩͔͚͍ͯ͋͛ͯͩ͘͠͞Ͷʂ

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“ ݴޠ΍࿩͠ํʹΑͬͯଟগͷࠩ͸͋Δ͕ɺ  ͔ͳΓྑ͍ਫ਼౓Ͱࣈນੜ੒͞Ε͍ͯΔɻ  ͜Ε͸೔ຊޠʹ΋ظ଴ʂ

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7JEFP*OEFYFSಈը෼ੳʢ೔ຊޠʣ 7JEFP*OEFYFSͷղੳ݁Ռ ͦΕͰ͸χϡʔεͷ࣌ؒͰ͢ɻ  ίϯϏχΤϯεετΞͷϢχκϯ૭͸ਂ໷ར༻٬޲͚ʹ  ৯඼΍೔༻඼Λॆ࣮ͤͨ͞ϞσϧళฮΛ෱Ԭࢢதԝ۠ͱೆ۠Ͱ  ૬͍࣍ͰΦʔϓϯ͠·ͨ͠ɻ

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“ ͜Ε͸݁ߏ͍͍ͷͰ͸

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“ ɾɾɾͦΜͳʹ؁͘͸ͳ͔ͬͨ

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7JEFP*OEFYFSͷ໰୊఺ ◦ ಈըղੳʹ͕͔͔࣌ؒΔɻ  ඵؒͷಈըΛղੳ͢Δͷʹ໿෼͔͔Δ͜ͱ΋ɻ  ◦ ࿩ऀ͕੾ΓସΘΔࡍͷࣈນɺ  ̎ਓҎ্ͷԻ੠͕ॏͳͬͨ෦෼ͷࣈນ͕ਖ਼͘͠  औಘͰ͖ͳ͍͜ͱ͕ଟ͍ɻ  ◦ ೔ຊޠࣈນ͸ӳޠࣈນͱൺֱ͢Δͱਫ਼౓͕ѱ͍ɻ  ࣮ࡍʹ͸ଘࡏ͠ͳ͍୯ޠʹஔ͖׵͑ΒΕͯ  ͍Δ͜ͱ΋͋Δɻ  ◦ ӳޠࣈນ͸ϐϦΦυͰ͋Δఔ౓۠੾ΒΕ͍ͯΔ͕ɺ  ೔ຊޠࣈນʹ͸۟ಡ఺͕ͳ͘ɺจষ͕  ۠੾ΒΕ͍ͯͳ͍ɻ 

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7JEFP*OEFYFSಈը෼ੳʢӳޠɿ̎ਓͷ೔ৗձ࿩ʣ 7JEFP*OEFYFSͷղੳ݁Ռ )FZIPXZPVEPJOH ZFBI*NEPJOHHPPEUIBOLZPV ZFBI*NEPJOHHSFBU UIBOLZPVOPUFTBSFZPVMFBSOJOH1)1 FTQFFEOPUZFUOPX*NSFBMMZ GPDVTJOHPOMFBSOJOH+PBOOPV ࣮ࡍͷ୆ຊ #PCCZɿ)J*TTB )PXBSFZPVEPJOH   *TTBɹɿ:FBI*NEPJOHHPPE BOEZPV #PCCZɿ:FBI*NEPJOHHSFBU5IBOLZPV *TTBɹɿ UIBU`TOJDF #PCCZɿ"SFZPVMFBSOJOH1)1 *TTBɹɿ1)1 /PUZFU /PX *NSFBMMZGPDVTJOHPOMFBSOJOH+BWBOPX

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7JEFP*OEFYFSಈը෼ੳʢ೔ຊޠɿ̏ਓͷձ࿩ʣ 7JEFP*OEFYFSͷղੳ݁Ռ ͋͞ͷQIQΧϯϑΝϨϯε෱Ԭͱ͍͏ผʹ͠Ό΂ΔΜ͚ͩͲ͍͢͝ۓுͯ͠ ͍ΔΜͰ ͸ࡾ୔୳͍ͯ͠·ͨ͠ɹࢀՃ͍͚ͨ͠ΕͲޮՌ͸ԕ͍൴Β͸ͦ͏͍ ͑͹౦ژͰ΋ेೋ݄ʹ͍ͯ͠ΔͷͰ͕͋͢ΔΒ͍͠Α͍͍ͶͦΕʹ  ͜͏ࢢຽͳΜͰɹʹͳΓ·͠ΐ͏ ੜ੒͞Εͨࣈນ͸ΊͪΌͪ͘Όͳঢ়ଶɾɾɾ  ۟ಡ఺͕ͳ͍ͷͰػց຋༁ͯ͠΋ΊͪΌͪ͘Ό

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“ ଞͷ"*αʔϏεͰ΋ಉ͡ͳͷ͔ʁ

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“ ͱΓ͋͑ͣࣈນਫ਼౓Λݕূ͍͚ͨ͠ΕͲ  ಈըղੳ͸͕͔͔࣌ؒΔ͠ɺ  ೔ຊޠͷରԠঢ়گ΋ඍົɾɾɾ

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Ի੠ղੳαʔϏεʢ4QFFDIUP5FYUʣ .JDSPTPGU ◦ #JOH4QFFDI"1*  *#.8BUTPO ◦ 4QFFDIUP5FYU  (PPHMF$MPVE ◦ $MPVE4QFFDIUP5FYU

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“ ͋ʂ ಈը͔ΒԻ੠͚ͩൈ͖ग़ͤ͹Α͍ͷͰ͸

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“ ͔͠͠Ի੠ղੳ͸͍Ζ͍Ζͱେมͩͬͨ

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Ի੠ϑΝΠϧͷϑΥʔϚοτ໰୊ Ի੠৘ใͷൈ͖ग़͠ #JOH4QFFDI"1*΍4QFFDIUP5FYUʹࢦఆͰ͖ΔԻ੠ϑΝΠϧܗࣜ͸ ͔ͳΓݶఆ͞Ε͍ͯΔɻ ྫʣ#JOH4QFFDI"1*ͷରԠԻ੠ϑΝΠϧɿ  8"7ϑΝΠϧʢ1$.TJOHMFDIBOOFM NPOP ,)[ʣ "*αʔϏε͕ରԠ͍ͯ͠ΔԻ੠ϑΥʔϚοτΛࢦఆͯ͠ɺ Ի੠Λൈ͖ग़͢ඞཁ͕͋Δɻ ➔GGNQFHΛ࢖༻ͯ͠Ի੠ൈ͖ग़͠Λ࣮ߦɻ $ ffmpeg -i input.mp4 -vn -ac 1 -ar 16000 \   -acodec pcm_s16le output.wav

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Ի੠ϑΝΠϧͷई໰୊ Ի੠ϑΝΠϧͷ෼ׂ #JOH4QFFDI"1*΍4QFFDIUP5FYUʹࢦఆͰ͖ΔԻ੠ϑΝΠϧͷ  ईʢ௕͞ʣʹ΋੍ݶ͕͋Δɻ ྫʣ#JOH4QFFDI"1*ͷରԠԻ੠ईʢ3&45"1*Λ࢖༻͢Δ৔߹ʣ ɿඵҎ಺ ϑΝΠϧ͋ͨΓͷईΛࢦఆ͠ɺԻ੠ϑΝΠϧΛ෼ׂ͢Δඞཁ͕͋Δɻ ➔TPYΛ࢖༻ͯ͠Ի੠ϑΝΠϧ෼ׂΛ࣮ߦʢGGNQFHͰಈըϑΝΠϧࣗମΛ  ɹ෼ׂͯ͠΋ྑ͍ʣ $ sox input.wav output.wav trim 0 10 : newfile : restart

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ಈըͷ࠷ॳ͸୭΋࿩͍ͯ͠ͳ͍ʢΰιΰιͱԻ͕͍ͯ͠Δ͚ͩʣ

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Ի੠ϑΝΠϧͷແԻ෦෼໰୊ Ի੠ϑΝΠϧͷແԻ෦෼আڈ Ի੠ϑΝΠϧͷແԻ෦෼͔Β͸ɺจࣈ৘ใ͸औಘͰ͖ͳ͍ɻ  ˞׬શແԻ͚ͩͰͳ͘ɺਓ෺ͷൃ੠͕ແ͍෦෼΋ؚΉɻ ແԻ෦෼΋ؚΊͯ͢΂ͯ"*෼ੳΛϦΫΤετ͍ͯ͠Δͱɺ  ϦΫΤετճ਺ͷ্ݶʹୡͯ͠͠·͏ʢ·ͨ͸ίετ͕͔͔Γ͗͢Δʣ Ի੠ϑΝΠϧ͔ΒແԻ෦෼Λআڈͯ͠"*෼ੳʹ͔͚Δɻ ➔TPYΛ࢖༻ͯ͠Ի੠Ϩϕϧͷ௿͍෦෼Λ੾ΓऔΔɻ $ sox input.wav output.wav trim 0 10 : newfile : restart

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\ UJNFTUBNQT< <ίϯϏχΤϯεετΞ > <ͷ > <Ϣχκϯ > <Ϛʔτ > <͸ > <ਂ໷ > <ར༻٬ > <޲͚ > <ʹ > <৯඼ > <΍ > > DPOGJEFODF USBOTDSJQUίϯϏχΤϯεετΞͷϢχκϯϚʔτ͸  ਂ໷ར༻٬޲͚ʹ৯඼΍ ^ 8BUTPO4QFFDIUP5FYUͰऔಘͰ͖Δ+40/ͷҰྫ

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/#FTU<  \  $POGJEFODF   -FYJDBMίϯϏχΤϯεετΞͷϢχκϯޙ͸ਂ໷ʹ͓٬ݱʹ৯඼΍   *5/ίϯϏχΤϯεετΞͷϢχκϯޙ͸ਂ໷ʹ͓٬ݱʹ৯඼΍   .BTLFE*5/ίϯϏχΤϯεετΞͷϢχκϯޙ͸ਂ໷ʹ͓٬ݱʹ৯඼΍   %JTQMBZίϯϏχΤϯεετΞͷϢχκϯޙ͸ਂ໷ʹ͓٬ݱʹ৯඼΍  ^   \  $POGJEFODF   -FYJDBMίϯϏχΤϯεετΞͷϢχκϯ͋ͱ͸ਂ໷ʹ͓٬ݱʹ৯඼΍   *5/ίϯϏχΤϯεετΞͷϢχκϯ͋ͱ͸ਂ໷ʹ͓٬ݱʹ৯඼΍   .BTLFE*5/ίϯϏχΤϯεετΞͷϢχκϯ͋ͱ͸ਂ໷ʹ͓٬ݱʹ৯඼΍   %JTQMBZίϯϏχΤϯεετΞͷϢχκϯ͋ͱ͸ਂ໷ʹ͓٬ݱʹ৯඼΍  ^   > #JOH4QFFDI"1*ͰऔಘͰ͖Δ+40/ͷҰྫ

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Ի੠ղੳͷ݁Ռ ◦ ಈըղੳͱൺֱ͢Δͱɺղੳʹ͔͔Δ࣌ؒ͸গͳ͍ɻ  ղੳʹ͔͔Δ࣌ؒ͸֤"1*ʹΑ͕ͬͯࠩग़Δɻ  ˠ#JOH4QFFDI"1*͸4QFFDIUP5FYUͷ  ɹഒҎ্଎͔ͬͨɻ  ◦ 8BUTPO4QFFDIUP5FYU͸ɺ  ୯ޠ୯ҐͰͷλΠϜίʔυʢಈըͷҐஔʣΛऔಘͰ͖Δɻ  ˠಈըͱࣈນΛ߹੒͢ΔࡍʹॏཁʹͳΔ৘ใɻ  ˞ͨͩ͠ɺτϥϯεΫϦϓτ಺ʹ΋୯ޠͱ୯ޠͷؒʹۭനΛ  ɹؚΜͰ͠·͏ͨΊɺअຐʹͳΔ͜ͱ΋ɻ  ◦ Ի੠ೝࣝͷ৴པ౓ΛऔಘͰ͖ΔͨΊɺ  औಘͨ͠จࣈ৘ใͷ͏ͪ৴པ౓ͷ௿͍σʔλ͸  ੾ΓࣺͯΔ͜ͱ΋Ͱ͖Δɻ

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Ի੠ղੳͷ՝୊ ◦ ղੳՄೳͳԻ੠ϑΥʔϚοτɺईͳͲʹ੍ݶ͕ଟ͍ɻ  ◦ ϊΠζ΍ແԻ෦෼ͳͲͷআڈ͕ඞཁͳ৔߹΋ɻ  ◦ ਓ෺ͷൃ੠Ի͕খ͗͢͞Δ৔߹ͳͲ͸ɺ  ϘϦϡʔϜΛௐ੔͔ͯ͠Βղੳ͢Δඞཁ͕͋Δɻ  ֤Ի੠ղੳ"1*ͷར༻ํ๏͚ͩͰͳ͘ɺ  Ի੠ϑΥʔϚοτ΍Ի੠೾ܗͳͲΛ֬ೝ͠ͳ͕Β  Ճ޻͢Δ஌͕ࣝඞཁͳ৔߹΋͋Δɻ

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“ ಈըɾԻ੠ղੳΛͯ͠ΈͯΘ͔ͬͨ͜ͱ

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ಈըղੳɾԻ੠ղੳ"*Λར༻͢Δࡍͷ՝୊ᶃ ֤ղੳ"*Λར༻͢Δࡍͷҧ͍ ◦ ར༻ํ๏ ▫ 3&45"1*4%,ʢ1)1ͷ4%,͸গͳ͍ʣ ◦ ೝূํ๏ ▫ #BTJDೝূೝূΩʔೝূτʔΫϯ ◦ ࢦఆͰ͖ΔσʔλͷϑΥʔϚοτɾΦϓγϣϯ ◦ औಘͰ͖ΔσʔλͷϑΥʔϚοτɾϓϩύςΟ  ֤"*Ͱಘҙͳσʔλɾෆಘҙͳσʔλ͕͋ΔͨΊɺ  ͻͱͭͷ"*͚ͩͰղੳΛਐΊ͍ͯ͘ͱ  ͳ͔ͳ͔ྑ͍݁ՌʹͨͲΓ͚ͭͳ͍ɻ ฒߦͯ͠ෳ਺ͷ"*Ͱݕূ͍ͯ͘͠ํ๏͕Φεεϝʂ

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ಈըղੳɾԻ੠ղੳ"*Λར༻͢Δࡍͷ՝୊ᶄ ղੳ݁Ռͷਫ਼౓໰୊ ◦ ͷਫ਼౓͸ग़ͳ͍લఏͰݕূ͢Δɻ ▫ Ի੠͕ඇৗʹΫϦΞʢϚΠΫΛ௨͍ͯ͠Δʣ ▫ ਖ਼͍͠ൃԻɾൃ੠Ͱ͋ΔʢΞφ΢ϯαʔ΍εϐʔνͳͲʣ ▫ ϊΠζ΍#(.͕ೖ͍ͬͯͳ͍ɻ ▫ ෳ਺ਓͰͷձ࿩Ͱ͸ͳ͍ʢ̍ਓͷਓ෺͕࿩͍ͯ͠Δʣ ͜ΕΒͷ৚͕݅ଗ͍ͬͯΔͱɺ͔ͳΓߴ͍ਫ਼౓Ͱͷղੳ͸Մೳɻ  ͦΕͰ΋ݴޠʢӳޠɾ೔ຊޠɾͦͷଞʣʹΑΔҧ͍΍ɺ  Ұ෦ͷݻ༗໊ࢺΛղੳͰ͖ͳ͍ͳͲͷ໰୊͸࢒Δɻ ͷਫ਼౓ͰղੳͰ͖Δํ๏Ͱ͸ͳ͘ɺ  ҎԼͷղੳ݁ՌΛ্ख͘ར༻͢Δํ๏·ͨ͸  ৴པ౓ͷ௿͍σʔλΛ੾ΓࣺͯΔํ๏Λ  ݕ౼͢Δ͜ͱ͕ॏཁʂ

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ಈըղੳɾԻ੠ղੳ"*Λར༻͢Δࡍͷ՝୊ᶅ ϓϨϏϡʔ൛ͷ᠘ʁʁ ◦ ͋Δ೔ಥવɾɾɾ ▫ ฦ٫͞ΕΔ+40/ͷܗ͕ࣜมΘΔʂ ▫ "1*͕7͔Β7ʹڧ੍Ҡߦ͞ΕΔʂ ▫ ղੳͰ͖ͳ͘ͳΔʢҰੜ݁Ռ͕ฦͬͯ͜ͳ͍ʣ ▫ յΕͨղੳ݁Ռ͕ฦ٫͞ΕΔʢࡢ೔·Ͱ͸େৎ෉ͩͬͨͷʹʣ ૊ΈࠐΉΞϓϦέʔγϣϯଆͰɺ֤"*ʹΑΔҧ͍΍ɺ  ղੳ݁Ռ͕มΘͬͨ৔߹ͷࠩҟΛٵऩͰ͖ΔΑ͏ʹ  ߟྀͨ͠΄͏͕Α͍ɻ΋ͪΖΜɺ  ͋Δ೔ಥવɺղੳ݁Ռͷਫ਼౓্͕͕Δ͜ͱ΋ʂ

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ಈըղੳɾԻ੠ղੳ"*Λར༻͢Δࡍͷ՝୊ᶆ ͦͷଞɺײͨ͜͡ͱͳͲɻ  ◦ .JDSPTPGUͷ"*͸ਫ਼౓͸ྑ͍͕ɺαʔϏεܗଶ͕  ࠞཚঢ়ଶɻ ▫ "1*΍υΩϡϝϯτ͕όϥόϥɻ ▫ αʔϏεʹΑͬͯೝূํ๏΍ΞΧ΢ϯτ؅ཧํ๏͕ҟͳΔɻ ▫ .4ͷΠϕϯτʹ߹Θͤͯಥવ࢓༷͕มΘͬͨΓ͢Δɻ  ◦ "84ͷ"*͸೔ຊޠରԠ͕஗͍৔߹͕͋Δɻ ▫ 1)1ͷ4%,͕༻ҙ͞Ε͍ͯΔ఺͸˓ ▫ ϒϩάهࣄͳͲͷ৘ใ͸ଟΊɻ  ◦ *#.8BUTPOʹ͸ظ଴͍ͯ͠Δʂ ▫ "1*υΩϡϝϯτ͕ॆ࣮͍ͯͯ͠ݕূ͠΍͍͢ɻ ▫ ւ֎ͷలࣔձΛݟΔݶΓɺސ٬Ҋ݅ͰݸผରԠ͍ͯ͠Δ༷ࢠɻ  ಛఆͷεϙʔπʹಛԽͨ͠εϙʔπಈըղੳͳͲ΋ɻ  ࠓޙͷల։ʹظ଴ʂ

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“ ݁ߏେมͦ͏ɻ͓ۚ΋͔͔ΔͷͰ͸

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“ ͸͍ɻେมͰ͢ɻ͓ۚ΋݁ߏ͔͔Γ·͢

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“ ΍Δඞཁ͋Δͷʁ໥͔Δͷʁ

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“ :&4

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“ େྔͷө૾ૉࡐΛѻ͏ۀքʹ͍Δ͔Βͦ͜ Ͱ͖Δ͜ͱ͕ͨ͘͞Μ͋Γ·͢

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“ ࠓޙͷऔΓ૊Έ  ʢͦ͏͍͑͹Ի੠ม׵ʹ͍ͭͯ࿩ͯ͠ͳ͍Ͷɾɾɾʣ

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ө૾σʔλ + AIղੳͷऔΓ૊Έ υϩʔϯࡱӨө૾ ؂ࢹΧϝϥө૾ ϥΠϒࡱӨө૾ ಠࣗΞϓϦέʔγϣϯʹΑΔ ϥΠϒө૾ॲཧɺ τϥϯείʔυॲཧͳͲɻ ݪߘɾςΩετσʔλ "*ʹΑΔԻ੠ม׵ "*ʹΑΔಈըɾԻ੠ղੳ ϥΠϒө૾ΛऔΓࠐΈͳ͕Βө૾ղੳ ɹϦΞϧλΠϜจࣈى͜͠ ɹࣗಈλά෇͚ɾΞʔΧΠϒݕࡧ ө૾σʔλʴ"*Ի੠σʔλ  ɹ์ૹσʔλͷࣗಈ࡞੒ɹɹɹɾɾɾͳͲ

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5IBOLT "OZ2VFTUJPOT IUUQTXXXVOJYPODPKQ

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