敷居の低いAI勉強会#4

G検定合格講座
・ディープラーニングの研究分野
・ディープラーニングの応用に向けて1
・ディープラーニングの応用に向けて2

Transcript

1. Έ΍͜Ͱ*5
   ෑډͷ௿͍"*ษڧձ
   ϓϨθϯλʔɹTomohiro Iida
   ࢀߟॻ੶ɹʮσΟʔϓϥʔχϯάɹGݕఆެࣜςΩετʯɹ؂मɿJDLA
   

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2. ΞδΣϯμ
   ࣗݾ঺հʢ෼ʣ
   ࢀՃऀΈͳ͞Μͷࣗݾ঺հʢ෼ʣ
   (ݕఆ߹֨ߨ࠲ ෼
   
   "*ΤΞΪλʔͷ঺հʢ෼ʣ
   

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3. ࣗݾ঺հʢ෼ʣ
   ࢀՃऀΈͳ͞Μͷࣗݾ঺հʢ෼ʣ
   (ݕఆ߹֨ߨ࠲ ෼
   
   "*ΤΞΪλʔͷ঺հʢ෼ʣ
   

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4. ܦྺ
   

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5. ࣗݾ঺հʢ෼ʣ
   ࢀՃऀΈͳ͞Μͷࣗݾ঺հʢ෼ʣ
   (ݕఆ߹֨ߨ࠲ ෼
   
   "*ΤΞΪλʔͷ঺հʢ෼ʣ
   

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6. ࢯ໊ʢϋϯυϧωʔϜՄʣ
   झຯ
   ࠓ೔ͷே͝͸Μ͸ԿΛ৯΂·͔ͨ͠ʁ
   ࢀՃऀࣗݾ঺հ
   

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7. ࣗݾ঺հʢ෼ʣ
   ࢀՃऀΈͳ͞Μͷࣗݾ঺հʢ෼ʣ
   (ݕఆ߹֨ߨ࠲ ෼
   
   "*ΤΞΪλʔͷ঺հʢ෼ʣ
   

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8. (ݕఆ߹֨ߨ࠲
   θωϥϦετʹ͍ͭͯ
   (ݕఆ֓ཁઆ໌ʢఆٛɾࢼݧ಺༰ʣ
   ୈষʢσΟʔϓϥʔχϯάͷݚڀ෼໺ʣ
   ୈষʢσΟʔϓϥʔχϯάͷԠ༻ʹ޲͚ͯʣ
   ୈষʢσΟʔϓϥʔχϯάͷԠ༻ʹ޲͚ͯʣ
   

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9. (ݕఆ߹֨ߨ࠲
   θωϥϦετʹ͍ͭͯ
   (ݕఆ֓ཁઆ໌ʢఆٛɾࢼݧ಺༰ʣ
   ୈষʢσΟʔϓϥʔχϯάͷݚڀ෼໺ʣ
   ୈষʢσΟʔϓϥʔχϯάͷԠ༻ʹ޲͚ͯʣ
   ୈষʢσΟʔϓϥʔχϯάͷԠ༻ʹ޲͚ͯʣ
   

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10. ࠓޙधཁ͕ߴ·Δ"*ਓࡐͷখ࿩
    ʮ"*ΤϯδχΞʹݶΒͣͰ͕͢ɺ
    

    

    ࠓɺݱ৔ʹ଍Γͳ͍ͷ͸
    θωϥϦετͱͯ͠׆༂Ͱ͖Δਓ
    

    

    ͩͱ͍͏͜ͱ͕Α͘ݴΘΕ͍ͯ·͢ɻΞϧΰϦζϜɺΤϯδχΞϦϯάɺϏδ
    ωεɺͦͷ͢΂ͯͷ෼໺ͰೳྗΛൃشͰ͖Δਓ͕ٻΊΒΕ͍ͯΔΑ͏Ͱ͢ɻʯ
    CZגࣜձࣾϝϧΧϦɹ"*ΤϯδχΞɹদԬྰԻ͞Μ
    IUUQTUZQFKQFUGFBUVSF
    

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11. 
    θωϥϦετʹ͍ͭͯ
    (ݕఆ֓ཁઆ໌ʢఆٛɾࢼݧ಺༰ʣ
    ୈষʢσΟʔϓϥʔχϯάͷݚڀ෼໺ʣ
    ୈষʢσΟʔϓϥʔχϯάͷԠ༻ʹ޲͚ͯʣ
    ୈষʢσΟʔϓϥʔχϯάͷԠ༻ʹ޲͚ͯʣ
    

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12. IUUQTUZQFKQFUGFBUVSF
    (ݕఆͷ֓ཁઆ໌ఆٛ
    (ݕఆͱ͸ʁ
    ɹ"*δΣωϥϦετΛഉग़͢ΔͨΊͷݕఆͷ͜ͱ
    ɹ"*δΣωϥϦετͱ͸ʁ
    ɹʰσΟʔϓϥʔχϯάͷجૅ஌ࣝΛ༗͠ɺద੾ͳ׆༻ํ਑Λܾఆ͠
    ͯࣄۀԠ༻͢ΔೳྗΛ࣋ͭਓࡐʱʢ+%-"ެࣜ)1ʣ
    

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13. (ݕఆͷ֓ཁઆ໌ࢼݧ֓ཁ
    JDLAެࣜHP
    ެࣜHPΛࢀর͠·͠ΐ͏ʂ
    

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14. (ݕఆͷ֓ཁઆ໌ࢼݧ֓ཁ
    ࣌ؒ͸ΊͬͪΌݫ͍͠
    ݸͷ໰୊Λ෼Ͱղ౴͢Δʹ໰ʹ͔͚ΒΕΔฏۉ࣌ؒ͸໿ඵ
    ὎҉ه໰୊͸ଈ౴Ͱ͖ΔϨϕϧʹ͠Α͏ʂ
    ˑ5*14
    ɹ͢΂ͯͷ໰୊ʹ͸νΣοΫϘοΫε͕ଘࡏ͠·͢ɻ
    ɹগ͠Ͱ΋೰Μͩ໰୊͸νΣοΫͯ͠ޙճ͠ʹͯ͠͠·͓͏ʂ
    

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15. (ݕఆͷ֓ཁઆ໌ࢼݧ֓ཁ
    ໰୊΋ݫ͠Ί
    ؙ҉هͰ͸͢΂ͯʹ౴͑ΒΕͳ͍ɻ
    σΟʔϓϥʔχϯάʹؔͯ͠͸ಛʹཧղΛਂΊ͍ͨͱ͜Ζɻ
    ˑ5*14
    ɹେ·͔ͳ໰୊ߏ੒͸ͪ͜Βɻ
    ɹਓ޻஌ೳͷجૅ஌ࣝʢୈষʙୈষʣɹɹׂ
    ɹσΟʔϓϥʔχϯάʢୈষʙୈষʣɹɹׂ
    ɹ࢈ۀ΁ͷԠ༻ɾ࣌ࣄ໰୊ʢୈষʙୈষʣׂ
    

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16. θωϥϦετʹ͍ͭͯ
    (ݕఆ֓ཁઆ໌ʢఆٛɾࢼݧ಺༰ʣ
    ୈষʢσΟʔϓϥʔχϯάͷݚڀ෼໺ʣ
    ୈষʢσΟʔϓϥʔχϯάͷԠ༻ʹ޲͚ͯʣ
    ୈষʢσΟʔϓϥʔχϯάͷԠ༻ʹ޲͚ͯʣ
    

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17. ը૾ೝࣝ෼໺
    ࣗવݴޠॲཧ෼໺
    Ի੠ೝࣝ
    ڧԽֶश
    σΟʔϓϥʔχϯάͷݚڀ෼໺
    

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18. ը૾ೝࣝ෼໺
    ࣗવݴޠॲཧ෼໺
    Ի੠ೝࣝ
    ڧԽֶश
    

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19. ը૾ೝࣝ෼໺
    .BTL3$//Ͱ͍ͪ͝Λݕग़͢Δ࿩
    ZPVUVCF
    IUUQTUFDICMPHPQUJNDPKQFOUSZ
    

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20. ը૾ೝࣝ෼໺
    *OTUBODF4FHNFOUBUJPOʹରԠͨ͠ωοτϫʔΫϞσϧͷͭ
    

    ը૾ΛϐΫηϧ୯ҐͰͲͷΫϥεʹଐ͢Δ΋ͷͳͷ͔Λ༧ଌ͠·͢ɻ
    

    

    'BTUFSͱ΄΅ಉ͡ωοτϫʔΫΛ࣋ͭɻ
    

    ʹ΄΅࣮࣌ؒͰೖྗը૾͔Βؔ৺ྖҬͷ੾Γग़͠ͱೝ͕ࣝͰ͖Δɻ
    .BTL3$//
    

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21. ը૾ೝࣝ෼໺
    ࣗવݴޠॲཧ෼໺
    Ի੠ೝࣝ
    ڧԽֶश
    

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22. XPSEWFD
    ࣗવݴޠॲཧͷख๏ͷͭͰɺ
    

    ୯ޠΛϕΫτϧԽ ୯ޠͷ਺஋Խɺ෼ࢄදݱ
    ͢Δ͜ͱͰ
    

    ఆྔతʹѻ͏͜ͱ͕Ͱ͖Δɻ
    

    

    XPSEWFDXPSEUPWFDUPS
    

    

    ͜ΕʹΑͬͯɺҎԼͷΑ͏ͳ͜ͱ͕ՄೳʹͳΔɻ
    

    ɾ୯ޠಉ࢜ͷྨࣅ౓Λग़͢
    

    ɾ୯ޠؒͰͷҙຯͷ଍͠ࢉɾҾ͖ࢉ
    

    

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23. XPSEWFD
    

    ಉ͡Α͏ͳҙຯ΍࢖ΘΕํΛ͢Δ୯ޠ͸ಉ͡Α͏ͳจ຺ͷதʹొ৔͢Δ
    جຊతͳߟ͑
    ͭ·Γɺ
    

    ʮίαΠϯྨࣅ౓͕ߴ͍ʯͱ͍͏͜ͱʹͳΔ
    

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24. http://blog.brainpad.co.jp/entry/2017/05/23/153000
    XPSEWFD
    

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25. XPSEWFD
    ʮԦ༷ʯʔʮஉੑʯʴʮঁੑʯʮঁԦʯ
    XPSEWFDͰΑ͘Ҿ͖߹͍ʹग़͞ΕΔྫ
    ʮஉੑʯʴʮԦʯʴFUD
    

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26. ʮ೔ຊʯʔʮ౦ژʯʴʮι΢ϧʯ
    XPSEWFD
    ʮؖࠃʯ
    

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27. ྨٛޠͷൃݟ΋؆୯
    XPSEWFD
    GSPNHFOTJNNPEFMTJNQPSUXPSEWFD
    NPEFMXPSEWFD8PSE7FDMPBE XJLJNPEFM
    
    SFTVMUTNPEFMXWNPTU@TJNJMBS QPTJUJWF<ߨٛ>
    
    GPSSFTVMUJOSFTVMUT
    QSJOU SFTVMU
    
    ද
    तۀ
    
    ߨಡ
    
    ߨԋ
    
    ߨ࿩
    
    ௌߨ
    
    ߨ࠲
    
    ϨΫνϟʔ
    
    ෮श
    
    ਐߨ
    
    େֶӃੜ
    
    https://qiita.com/kenta1984/items/93b64768494f971edf86
    

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28. TVCXPSEͱ͍͏ߟ͑ͷಋೖ
    GBTU5FYU
    https://qiita.com/icoxfog417/items/42a95b279c0b7ad26589
    

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29. จ຺Λߟྀͨ͠୯ޠදݱΛ֫ಘ͢Δ
    &-.P
    ʮ"CBOLJTB
    fi
    OBODJBMJOTUJUVUJPOUIBUBDDFQUTEFQPTJUT
    GSPNUIFQVCMJDBOEDSFBUFTDSFEJUʯ
    

    

    ͱ͍͏จΛͲ͏ղऍ͢Δ͔ʁʁ
    https://kamujun.hatenablog.com/entry/2018/07/06/173931
    

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30. 
    &-.P
    https://kamujun.hatenablog.com/entry/2018/07/06/173931
    

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31. 
    &-.P
    https://kamujun.hatenablog.com/entry/2018/07/06/173931
    

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32. ը૾ೝࣝ෼໺
    ࣗવݴޠॲཧ෼໺
    Ի੠ೝࣝ
    ڧԽֶश
    

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33. 8BWF/FUͱ͸ʁ
    8BWF/FU
    Ի੠ೝࣝͱԻ੠߹੒͕Ͱ͖ΔσΟʔϓχϡʔϥϧωοτϫʔΫͷҰͭ
    1JYDFM$//<>ΛԻ੠ʹԠ༻ͨ͠΋ͷɻ
    

    

    ʮ(PPHMFΞγελϯτʯʹ౥ࡌ͞Ε͍ͯΔɻ
    https://qiita.com/MasaEguchi/items/cd5f7e9735a120f27e2a
    1JYDFM$//
    

    ਺ઍ΋ͷͷըૉ਺ͷը૾Λਫ਼៛ʹੜ੒Ͱ͖Δख๏
    

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34. 8BWF/FU
    8BWF/FUWPDPEFSΛ΍ͬͯΈ·ͨ͠ͷͰɺͦͷه࿥Ͱ͢
    ·ͣ͸ฉ͍ͯΈ·͠ΐ͏
    

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35. 8BWF/FU
    http://kumechann.hatenablog.com/entry/2018/08/17/161150
    ্هͷωοτϫʔΫͩͱग़ྗʹӨڹΛ༩͑Δೖྗ͸ MBZFST
    fi
    MUFSTJ[F
    ͔͠ͳ͍ɻ
    

    ͦͷͨΊɺԻ੠ͷΑ͏ͳ௕ظͷؔ܎ੑ͕͋ΔσʔλΛੜ੒͢ΔͨΊʹ͸ӅΕ૚Λ૬౰ͳ਺૿΍͞ͳ͚Ε͹ͳΒͳ͍ɻ
    $BVTBM$POWPMVUJPO
    

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36. 8BWF/FU
    %JMBUFE$BVTBM$POWPMVUJPO
    ϑΟϧλΛ͋ͯΔͱ͖ʹɺೖྗΛ͍͔ͭ͘εΩοϓ͢Δɻ
    

    ͦͷ݁Ռɺग़ྗʹӨڹΛ༩͑ΔೖྗΛޮՌతʹաڈ·Ͱ͔͞ͷ΅ͬͯ
    

    ࢖͏͜ͱ͕Ͱ͖Δɻ
    

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37. ը૾ೝࣝ෼໺
    ࣗવݴޠॲཧ෼໺
    Ի੠ೝࣝ
    ڧԽֶश
    

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38. ڧԽֶश
    ηϧϑϓϨΠʹΑΔ܇࿅
    0QFO"*
    

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39. ڧԽֶश
    http://yagami12.hatenablog.com/entry/2019/02/22/210608
    

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40. θωϥϦετʹ͍ͭͯ
    (ݕఆ֓ཁઆ໌ʢఆٛɾࢼݧ಺༰ʣ
    ୈষʢσΟʔϓϥʔχϯάͷݚڀ෼໺ʣ
    ୈষʢσΟʔϓϥʔχϯάͷԠ༻ʹ޲͚ͯʣ
    ୈষʢσΟʔϓϥʔχϯάͷԠ༻ʹ޲͚ͯʣ
    

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41. σΟʔϓϥʔχϯάͷԠ༻
    ݸਓతʹڵຯͷऒ͔ΕΔࣄྫΛ͝঺հ
    

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42. ۭߓإೝূήʔτ
    σΟʔϓϥʔχϯάͷԠ༻
    

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43. ΢ΣϧεφϏ
    ࢿ࢈ӡ༻
    σΟʔϓϥʔχϯάͷԠ༻
    

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44. θωϥϦετʹ͍ͭͯ
    (ݕఆ֓ཁઆ໌ʢఆٛɾࢼݧ಺༰ʣ
    ୈষʢσΟʔϓϥʔχϯάͷݚڀ෼໺ʣ
    ୈষʢσΟʔϓϥʔχϯάͷԠ༻ʹ޲͚ͯʣ
    ୈষʢσΟʔϓϥʔχϯάͷԠ༻ʹ޲͚ͯʣ
    

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45. إೝূٕज़ͷن੍ʹ͍ͭͯ
    σΟʔϓϥʔχϯάͷԠ༻
    

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46. ࣗݾ঺հʢ෼ʣ
    ࢀՃऀΈͳ͞Μͷࣗݾ঺հʢ෼ʣ
    (ݕఆ߹֨ߨ࠲ ෼
    
    "*ΤΞΪλʔͷ঺հʢ෼ʣ
    

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47. "*ΤΞΪλʔ
    
    ίϯηϓτ
    ೔ܦιϑτ΢ΣΞ೥݄߸
    ػ֎ֶशΛ࢖ͬͨΞϓϦέʔγϣϯΛؾܰʹ࢖͓͏ʂ
    

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48. "*ΤΞΪλʔ
    
    ओʹ࢖͏΋ͷ
    ೔ܦιϑτ΢ΣΞ೥݄߸
    ɾNMKT+BWB4DSJQUͷػցֶश༻ϥΠϒϥϦ
    ɾ1PTF/FU࢟੎ݕग़ʹಛԽͨ͠ػցֶशϞσϧ
    ɾ/PEFKTखݩͷQDͷXFCαʔό্Ͱ࡞ಈͤ͞Δ
    

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49. "*ΤΞΪλʔ
    ೔ܦιϑτ΢ΣΞ೥݄߸
    NMKT+BWB4DSJQUͷػցֶश༻ϥΠϒϥϦ
    ֓ཁɿ
    

    (PPHMF͕։ൃͨ͠ػցֶश༻ͷ+BWB4DSJQUϥΠϒϥϦͰ͋Δ
    

    <5FOTPS'MPXKT>ΛΑΓ؆୯ʹ࢖͑ΔΑ͏ʹͨ͠΋ͷɻ
    

    

    ର৅ɿ
    

    ։ൃऀɾΞʔςΟετɾֶੜͳͲͳͲ
    

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50. "*ΤΞΪλʔ
    ೔ܦιϑτ΢ΣΞ೥݄߸
    1PTF/FU࢟੎ݕग़ʹಛԽͨ͠ػցֶशϞσϧ
    ֓ཁɿ
    

    ಈը΍ࣸਅʹөͬͨਓͷ໨΍ඓɺख଍ͳͲͷ֤෦෼ͷҐஔΛਪఆͰ͖
    ΔػցֶशϞσϧ
    

    

    ಛ௃ɿ
    

    ɾಛผͳηϯαʔ΍ػث͸ෆཁ
    

    ɾ8FCΧϝϥʹөͬͨө૾ͰϦΞϧλΠϜʹϙʔζΛݕग़Մೳ
    

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51. ऴྃˑ
    

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