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敷居の低いAI勉強会#4

asagiman
January 14, 2022

 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

asagiman

January 14, 2022
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  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. ࣗݾ঺հʢ෼ʣ
    ࢀՃऀΈͳ͞Μͷࣗݾ঺հʢ෼ʣ
    (ݕఆ߹֨ߨ࠲ ෼

    "*ΤΞΪλʔͷ঺հʢ෼ʣ

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

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  6. ࣗݾ঺հʢ෼ʣ
    ࢀՃऀΈͳ͞Μͷࣗݾ঺հʢ෼ʣ
    (ݕఆ߹֨ߨ࠲ ෼

    "*ΤΞΪλʔͷ঺հʢ෼ʣ

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

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

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


    ࠓɺݱ৔ʹ଍Γͳ͍ͷ͸
    θωϥϦετͱͯ͠׆༂Ͱ͖Δਓ


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

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

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

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  12. (ݕఆͷ֓ཁઆ໌ࢼݧ֓ཁ
    JDLAެࣜHP
    ެࣜHPΛࢀর͠·͠ΐ͏ʂ

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  13. (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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  14. (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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  15. θωϥϦετʹ͍ͭͯ
    (ݕఆ֓ཁઆ໌ʢఆٛɾࢼݧ಺༰ʣ
    ୈষʢσΟʔϓϥʔχϯάͷݚڀ෼໺ʣ
    ୈষʢσΟʔϓϥʔχϯάͷԠ༻ʹ޲͚ͯʣ
    ୈষʢσΟʔϓϥʔχϯάͷԠ༻ʹ޲͚ͯʣ

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

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

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

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  19. ը૾ೝࣝ෼໺
    *OTUBODF4FHNFOUBUJPOʹରԠͨ͠ωοτϫʔΫϞσϧͷͭ

    ը૾ΛϐΫηϧ୯ҐͰͲͷΫϥεʹଐ͢Δ΋ͷͳͷ͔Λ༧ଌ͠·͢ɻ


    'BTUFSͱ΄΅ಉ͡ωοτϫʔΫΛ࣋ͭɻ

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

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

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  21. XPSEWFD
    ࣗવݴޠॲཧͷख๏ͷͭͰɺ

    ୯ޠΛϕΫτϧԽ ୯ޠͷ਺஋Խɺ෼ࢄදݱ
    ͢Δ͜ͱͰ

    ఆྔతʹѻ͏͜ͱ͕Ͱ͖Δɻ


    XPSEWFDXPSEUPWFDUPS


    ͜ΕʹΑͬͯɺҎԼͷΑ͏ͳ͜ͱ͕ՄೳʹͳΔɻ

    ɾ୯ޠಉ࢜ͷྨࣅ౓Λग़͢

    ɾ୯ޠؒͰͷҙຯͷ଍͠ࢉɾҾ͖ࢉ

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  22. XPSEWFD

    ಉ͡Α͏ͳҙຯ΍࢖ΘΕํΛ͢Δ୯ޠ͸ಉ͡Α͏ͳจ຺ͷதʹొ৔͢Δ
    جຊతͳߟ͑
    ͭ·Γɺ

    ʮίαΠϯྨࣅ౓͕ߴ͍ʯͱ͍͏͜ͱʹͳΔ

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

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  24. XPSEWFD
    ʮԦ༷ʯʔʮஉੑʯʴʮঁੑʯʮঁԦʯ
    XPSEWFDͰΑ͘Ҿ͖߹͍ʹग़͞ΕΔྫ
    ʮஉੑʯʴʮԦʯʴFUD

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  25. ʮ೔ຊʯʔʮ౦ژʯʴʮι΢ϧʯ
    XPSEWFD
    ʮؖࠃʯ

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  26. ྨٛޠͷൃݟ΋؆୯
    XPSEWFD
    GSPNHFOTJNNPEFMTJNQPSUXPSEWFD
    NPEFMXPSEWFD8PSE7FDMPBE XJLJNPEFM

    SFTVMUTNPEFMXWNPTU@TJNJMBS QPTJUJWF<ߨٛ>

    GPSSFTVMUJOSFTVMUT
    QSJOU SFTVMU


    तۀ

    ߨಡ

    ߨԋ

    ߨ࿩

    ௌߨ

    ߨ࠲

    ϨΫνϟʔ

    ෮श

    ਐߨ

    େֶӃੜ

    https://qiita.com/kenta1984/items/93b64768494f971edf86

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

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


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

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  29. &-.P
    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. ը૾ೝࣝ෼໺
    ࣗવݴޠॲཧ෼໺
    Ի੠ೝࣝ
    ڧԽֶश

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  32. 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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  33. 8BWF/FU
    8BWF/FUWPDPEFSΛ΍ͬͯΈ·ͨ͠ͷͰɺͦͷه࿥Ͱ͢
    ·ͣ͸ฉ͍ͯΈ·͠ΐ͏

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  34. 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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  35. 8BWF/FU
    %JMBUFE$BVTBM$POWPMVUJPO
    ϑΟϧλΛ͋ͯΔͱ͖ʹɺೖྗΛ͍͔ͭ͘εΩοϓ͢Δɻ

    ͦͷ݁Ռɺग़ྗʹӨڹΛ༩͑ΔೖྗΛޮՌతʹաڈ·Ͱ͔͞ͷ΅ͬͯ

    ࢖͏͜ͱ͕Ͱ͖Δɻ

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

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  37. ڧԽֶश
    ηϧϑϓϨΠʹΑΔ܇࿅
    0QFO"*

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

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

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  40. σΟʔϓϥʔχϯάͷԠ༻
    ݸਓతʹڵຯͷऒ͔ΕΔࣄྫΛ͝঺հ

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  41. ۭߓإೝূήʔτ
    σΟʔϓϥʔχϯάͷԠ༻

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  42. ΢ΣϧεφϏ
    ࢿ࢈ӡ༻
    σΟʔϓϥʔχϯάͷԠ༻

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

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  44. إೝূٕज़ͷن੍ʹ͍ͭͯ
    σΟʔϓϥʔχϯάͷԠ༻

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  45. ࣗݾ঺հʢ෼ʣ
    ࢀՃऀΈͳ͞Μͷࣗݾ঺հʢ෼ʣ
    (ݕఆ߹֨ߨ࠲ ෼

    "*ΤΞΪλʔͷ঺հʢ෼ʣ

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  46. "*ΤΞΪλʔ

    ίϯηϓτ
    ೔ܦιϑτ΢ΣΞ೥݄߸
    ػ֎ֶशΛ࢖ͬͨΞϓϦέʔγϣϯΛؾܰʹ࢖͓͏ʂ

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  47. "*ΤΞΪλʔ

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

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

    (PPHMF͕։ൃͨ͠ػցֶश༻ͷ+BWB4DSJQUϥΠϒϥϦͰ͋Δ

    <5FOTPS'MPXKT>ΛΑΓ؆୯ʹ࢖͑ΔΑ͏ʹͨ͠΋ͷɻ


    ର৅ɿ

    ։ൃऀɾΞʔςΟετɾֶੜͳͲͳͲ

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

    ಈը΍ࣸਅʹөͬͨਓͷ໨΍ඓɺख଍ͳͲͷ֤෦෼ͷҐஔΛਪఆͰ͖
    ΔػցֶशϞσϧ


    ಛ௃ɿ

    ɾಛผͳηϯαʔ΍ػث͸ෆཁ

    ɾ8FCΧϝϥʹөͬͨө૾ͰϦΞϧλΠϜʹϙʔζΛݕग़Մೳ

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