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G検定#2

asagiman
August 25, 2019

 G検定#2

asagiman

August 25, 2019
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  1. ෑډͷ௿͍"*ษڧձɹ
    "*δΣωϥϦετݕఆʢ೥݄ʣ߹֨ߨ࠲

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  2. (ݕఆ߹֨ߨ࠲ɹୈճΞδΣϯμ
    w ߨࢣࣗݾ঺հˍຊߨ࠲ͷ໨తઆ໌ʢ෼ʣ
    w ࢀՃऀࣗݾ঺հʢ෼ʣ
    w (ݕఆͷ֓ཁઆ໌ʢ෼ʣ
    w ࠓճͷֶशൣғΛ঺հ
    w ʲ4UVEZ"*ʳ͔Βࠓճͷֶशൣғͷྫ୊ΛϐοΫΞοϓʢ෼ʣ
    w ࠓճͷֶशൣғͰಛʹཧղ͓͖͍ͯͨ͜͠ͱɹʢ෼ʣ
    w ػցֶशͱ͸Կͳͷ͔ɻ࣮ࡍͷϓϩάϥϛϯάΛݟͯΈΑ͏ʢ෼ʣ
    w ࣭ٙԠ౴ɹΞϯέʔτʢ෼ʣ

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  3. ࣗݾ঺հˍຊߨ࠲ͷ໨తઆ໌

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  4. ࣗݾ঺հ


    ҵ৓ݝੜ·Εҵ৓ݝҭͪ὎ૣҴాେֶʢจԽߏ૝ֶ෦ʣ
    ὎ܯࢹிܯ࡯׭὎ژ౎ͷ๭༗໊٤஡ళ
    ὎ϑϦʔϥΠλʔ὎*5اۀͷਓࣄ୲౰
    ൧ా༑޿
    ϓϩάϥϛϯάྺϲ݄ ͦͷ಺ ճͷ࠳ંܦݧΞϦ

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  5. ຊߨ࠲ͷ໨త
    AIΛֶͼ͍ͨਓΛԠԉ͍ͨ͠ʂ
    ژ౎ͷAIൃలʹߩݙ͍ͨ͠ʂ
    AIനॻΛಡΈࡅ͘ମྗΛ਎ʹ͚ͭͯཉ͍͠ʂ
    ۀքʹ”Bump of Chicken” ΛՃ͑Δʂʂ

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  6. ࢀՃऀࣗݾ঺հ
    1. ࢯ໊
    2. झຯ
    3. GݕఆΛडݧ͢Δ͔Ͳ͏͔
    4. AIͱͷؔΘΓʹ͍ͭͯ

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  7. "*ਓࡐʹ͍ͭͯɺϦΞϧͳখ࿩


    ʮ"*ΤϯδχΞʹݶΒͣͰ͕͢ɺ


    ࠓɺݱ৔ʹ଍Γͳ͍ͷ͸θωϥϦετͱͯ͠׆༂Ͱ͖Δਓ


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

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  8. Gݕఆͷ֓ཁઆ໌

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

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  10. (ݕఆͷ֓ཁઆ໌ࢼݧ֓ཁ
    ެࣜHPΛࢀর͠·͠ΐ͏ʂ
    JDLAެࣜHP

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

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  12. (ݕఆͷ֓ཁઆ໌࣮ࡍͲΜͳࢼݧͳͷʁ
    ໰୊΋ݫ͠Ί
    ؙ҉هͰ͸͢΂ͯʹ౴͑ΒΕͳ͍ɻ
    ಛʹσΟʔϓϥʔχϯάʹؔͯ͠͸ཧղΛਂΊ͍ͨͱ͜Ζɻ
    ˑTIPS
    ɹେ·͔ͳ໰୊ߏ੒͸ͪ͜Βɻ
    ɹ1:ਓ޻஌ೳͷجૅ஌ࣝʢୈ1ষʙୈ3ষʣɹɹ2ׂ
    ɹ2:σΟʔϓϥʔχϯάʢୈ4ষʙୈ7ষʣɹɹ6ׂ
    ɹ3:࢈ۀ΁ͷԠ༻ɾ࣌ࣄ໰୊ʢୈ8ষʙୈ9ষʣ2ׂ

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  13. ࠓճͷֶशൣғ

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  14. ࠓճͷֶशൣғ
    ୈ4ষɿػցֶशͷ۩ମతख๏
    ʢࢀরɿAIനॻɾGݕఆެࣜςΩετʣ

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  15. ʲStudy-AIʳ͔Βࠓճͷֶशൣғͷྫ୊Λ
    ϐοΫΞοϓ

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  16. 4UVEZ"*ͱ͸ʁ
    גࣜձࣾφτϑ͕ӡӦ͢Δɺਓ޻஌ೳΛֶͿ͜ͱͷͰ͖ΔαΠτ
    Study-AI

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  17. ໛ٖࢼݧ໰୊ΛݟͯΈΑ͏
    Study-AI

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  18. ໛ٖࢼݧ໰୊ΛݟͯΈΑ͏
    Study-AI

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  19. ࠓճͷֶशൣғͰಛʹཧղ͓͖͍ͯͨ͜͠ͱ

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  20. Ұཡ
    ୈষΑΓ
    ػցֶशͷछྨΛཧղ͠Α͏
    ϞσϧͷݕূɾධՁํ๏Λ஌Ζ͏
    ࣮ࡍʹಈ͘ػցֶशΛݟͯΈΑ͏

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  21. ୈষΑΓ
    ػցֶशͷछྨΛཧղ͠Α͏
    ϞσϧͷݕূɾධՁํ๏Λ஌Ζ͏
    ࣮ࡍʹಈ͘ػցֶशΛݟͯΈΑ͏

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  22. ػցֶशͷछྨ
    1. ڭࢣ͋Γֶश
    2. ڭࢣͳֶ͠श

    3. ڧԽֶश

    ʢ࣍ճ঺հʣ

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  23. AISIA

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  24. ڭࢣz͋Γzֶश
    ֓ཁɿֶशσʔλʹਖ਼ղϥϕϧΛ͚ͭΔʢೖྗͱग़ྗʣ
    ɹɹɹ὎ͦͷσʔλʢઆ໌ม਺ʹಛ௃ྔʣͱਖ਼ղʢ໨తม਺ʣͱͷؔ܎ੑΛ
    ɹɹɹɹֶश͢Δ
    ࢖༻ྫɿ͜Ε·ͰूΊͨσʔλ͔ΒύλʔϯΛೝࣝ͠ɺ೥ྸ༧ଌ͢Δ
    ɹɹɹɹʢΞϫϏͷ೥ྸ༧ଌɿճؼʣ
    ɹɹɹɹݘɺೣɺτϥͷը૾Λֶश͠ɺ෼ྨ͢ΔϞσϧ
    ɹɹɹɹʢλΠλχοΫ߸ɿ෼ྨʣ
    ɹɹɹɹˑޙ΄Ͳɺ࣮ࡍʹϓϩάϥϜΛಈ͔͠·͢

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  25. ڭࢣ͋Γֶशʢ୅දతΞϧΰϦζϜʣ
    w ઢܗճؼɹɹɹɹɹɹɹɹʹɹճؼ໰୊ͷख๏

    ɹɹɹɹɹɹɹɹɹɹɹɹɹɹΞϫϏͷ೥ྸ༧ଌͰ঺հ
    w ϩδεςΟοΫճؼɹɹɹʹɹ෼ྨ໰୊ͷख๏
    w ϥϯμϜϑΥϨετɹɹɹʹɹ෼ྨ໰୊ͷख๏

    ɹɹɹɹɹɹɹɹɹɹɹɹɹɹλΠλχοΫ߸ੜଘऀ༧ଌͰ঺հ
    w ϒʔεςΟϯάɹɹɹɹɹʹɹ෼ྨ໰୊ͷख๏
    w αϙʔτϕΫλʔϚγϯɹʹɹ෼ྨɾճؼͲͪΒ΋0,
    w χϡʔϥϧωοτϫʔΫɹʹɹ෼ྨɾճؼͲͪΒ΋0,

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  26. ڭࢣ͋ΓֶशʢϩδεςΟοΫճؼʣ
    http://nonbiri-tereka.hatenablog.com/entry/2014/06/30/134023
    γάϞΠυؔ਺

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  27. ڭࢣ͋ΓֶशʢϥϯμϜϑΥϨετʣ
    ౷ܭϥϘ
    γάϞΠυؔ਺

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  28. ڭࢣ͋ΓֶशʢϒʔεςΟϯάʣ
    Géron, Aurélien. "Hands on Machine Learning with scikit-learn and Tensorflow." (2017).

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  29. ڭࢣ͋Γֶशʢ47.ʹαϙʔτϕΫλʔϚγϯʣ
    Logic of Blue

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  30. ڭࢣ͋Γֶशʢ47.ʹαϙʔτϕΫλʔϚγϯʣ
    Logic of Blue

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  31. ڭࢣ͋Γֶशʢ47.ʹαϙʔτϕΫλʔϚγϯʣ
    Logic of Blue

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  32. ڭࢣ͋Γֶशʢ47.ʹαϙʔτϕΫλʔϚγϯʣ
    Logic of Blue

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  33. ڭࢣ͋Γֶशʢ47.ʹαϙʔτϕΫλʔϚγϯʣ
    Logic of Blue

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  34. ڭࢣ͋Γֶशʢ47.ʹαϙʔτϕΫλʔϚγϯʣ
    Logic of Blue

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  35. ڭࢣ͋Γֶशʢ47.ʹαϙʔτϕΫλʔϚγϯʣ
    Logic of Blue

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  36. ڭࢣ͋Γֶशʢ47.ʹαϙʔτϕΫλʔϚγϯʣ
    Logic of Blue

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  37. ڭࢣ͋ΓֶशʢχϡʔϥϧωοτϫʔΫʣ
    https://www.atmarkit.co.jp/ait/articles/1811/20/news012.html
    ଟ૚ύʔηϓτϩϯ

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  38. ڭࢣzͳ͠zֶश
    ֓ཁɿֶशσʔλʹϥϕϧΛ෇͚ͳ͍Ͱֶश͢ΔʢೖྗͷΈʣ
    ɹɹɹ὎ͦͷσʔλͷ࣋ͭߏ଄ɺಛ௃Λࣝผ͢Δ
    ɹɹɹɹྨࣅσʔλͷάϧʔϐϯά΍σʔλΛಛ௃͚ͮΔ৘ใΛநग़͢Δ
    ࢖༻ྫɿ&$αΠτͷߪങσʔλ͔Βɺސ٬૚ΛΫϥελϦϯά͢Δ
    ɹɹɹɹσʔλΛಛ௃෇͚Δ৘ใΛநग़͢Δʢ࣍ݩ࡟ݮʣ

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  39. ڭࢣzͳ͠zֶश ΫϥελϦϯά

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  40. ڭࢣzͳ͠zֶशʢ୅දతΞϧΰϦζϜʣ
    w LNFBOTɹɹɹɹɹɹ
    w ओ੒෼෼ੳɹɹɹɹɹɹɹ

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  41. ڭࢣzͳ͠zֶशʢLNFBOTʣ
    Math Works

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  42. ڭࢣzͳ͠zֶशʢLNFBOTʣ
    Math Works

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  43. ڭࢣzͳ͠zֶशʢओ੒෼෼ੳʣ
    Tech Clips

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  44. Founder

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  45. ୈষΑΓ
    ػցֶशͷछྨΛཧղ͠Α͏
    ϞσϧͷݕূɾධՁํ๏Λ஌Ζ͏
    ࣮ࡍʹಈ͘ػցֶशΛݟͯΈΑ͏

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  46. σʔλͷѻ͍
    ະ஌ͷσʔλʹର͢Δ༧ଌೳྗ͕େ੾
    ༻ҙͰ͖ΔσʔλΛ෼ׂ͠ɺධՁʢʹަࠩݕূʣ
    ɹɹɾ܇࿅༻ (train_set)
    ɹɹɾධՁ༻ (test_set)

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  47. ਖ਼ଇԽ
    աֶशΛ๷͍Ͱ൚ԽੑೳΛߴΊΔͨΊͷςΫχοΫ
    AIZINE

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  48. ୈষΑΓ
    ػցֶशͷछྨΛཧղ͠Α͏
    ϞσϧͷݕূɾධՁํ๏Λ஌Ζ͏
    ࣮ࡍʹಈ͘ػցֶशΛݟͯΈΑ͏

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  49. ֓ཁ
    1. ෼͔Δ͜ͱ

    ػցֶशͷҰ࿈ͷྲྀΕɾલॲཧͷ࢓ํ

    ಛ௃ྔબఆͷ࢓ํ

    2. ੒Ռ෺

    ༧ଌ෼ੳ݁Ռ

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  50. fin
    ୯ޠா

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