敷居の低いAI勉強会#4

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

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

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

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

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

ࠓޙधཁ͕ߴ·Δ"*ਓࡐͷখ࿩ ʮ"*ΤϯδχΞʹݶΒͣͰ͕͢ɺ     ࠓɺݱ৔ʹ଍Γͳ͍ͷ͸ θωϥϦετͱͯ͠׆༂Ͱ͖Δਓ     ͩͱ͍͏͜ͱ͕Α͘ݴΘΕ͍ͯ·͢ɻΞϧΰϦζϜɺΤϯδχΞϦϯάɺϏδ ωεɺͦͷ͢΂ͯͷ෼໺ͰೳྗΛൃشͰ͖Δਓ͕ٻΊΒΕ͍ͯΔΑ͏Ͱ͢ɻʯ
CZגࣜձࣾϝϧΧϦɹ"*ΤϯδχΞɹদԬྰԻ͞Μ IUUQTUZQFKQFUGFBUVSF

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

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

(ݕఆͷ֓ཁઆ໌ࢼݧ֓ཁ JDLAެࣜHP ެࣜHPΛࢀর͠·͠ΐ͏ʂ

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

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

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

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

ը૾ೝࣝ෼໺ ࣗવݴޠॲཧ෼໺ Ի੠ೝࣝ ڧԽֶश

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

ը૾ೝࣝ෼໺ *OTUBODF4FHNFOUBUJPOʹରԠͨ͠ωοτϫʔΫϞσϧͷͭ   ը૾ΛϐΫηϧ୯ҐͰͲͷΫϥεʹଐ͢Δ΋ͷͳͷ͔Λ༧ଌ͠·͢ɻ     'BTUFSͱ΄΅ಉ͡ωοτϫʔΫΛ࣋ͭɻ   ʹ΄΅࣮࣌ؒͰೖྗը૾͔Βؔ৺ྖҬͷ੾Γग़͠ͱೝ͕ࣝͰ͖Δɻ .BTL3$//

XPSEWFD ࣗવݴޠॲཧͷख๏ͷͭͰɺ   ୯ޠΛϕΫτϧԽ ୯ޠͷ਺஋Խɺ෼ࢄදݱ ͢Δ͜ͱͰ   ఆྔతʹѻ͏͜ͱ͕Ͱ͖Δɻ    
XPSEWFDXPSEUPWFDUPS     ͜ΕʹΑͬͯɺҎԼͷΑ͏ͳ͜ͱ͕ՄೳʹͳΔɻ   ɾ୯ޠಉ࢜ͷྨࣅ౓Λग़͢   ɾ୯ޠؒͰͷҙຯͷ଍͠ࢉɾҾ͖ࢉ  

XPSEWFD   ಉ͡Α͏ͳҙຯ΍࢖ΘΕํΛ͢Δ୯ޠ͸ಉ͡Α͏ͳจ຺ͷதʹొ৔͢Δ جຊతͳߟ͑ ͭ·Γɺ   ʮίαΠϯྨࣅ౓͕ߴ͍ʯͱ͍͏͜ͱʹͳΔ

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

XPSEWFD ʮԦ༷ʯʔʮஉੑʯʴʮঁੑʯʮঁԦʯ XPSEWFDͰΑ͘Ҿ͖߹͍ʹग़͞ΕΔྫ ʮஉੑʯʴʮԦʯʴFUD

ʮ೔ຊʯʔʮ౦ژʯʴʮι΢ϧʯ XPSEWFD ʮؖࠃʯ

ྨٛ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

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

จ຺Λߟྀͨ͠୯ޠදݱΛ֫ಘ͢Δ &-.P ʮ"CBOLJTB fi OBODJBMJOTUJUVUJPOUIBUBDDFQUTEFQPTJUT GSPNUIFQVCMJDBOEDSFBUFTDSFEJUʯ     ͱ͍͏จΛͲ͏ղऍ͢Δ͔ʁʁ https://kamujun.hatenablog.com/entry/2018/07/06/173931

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

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๏

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

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

8BWF/FU %JMBUFE$BVTBM$POWPMVUJPO ϑΟϧλΛ͋ͯΔͱ͖ʹɺೖྗΛ͍͔ͭ͘εΩοϓ͢Δɻ   ͦͷ݁Ռɺग़ྗʹӨڹΛ༩͑ΔೖྗΛޮՌతʹաڈ·Ͱ͔͞ͷ΅ͬͯ   ࢖͏͜ͱ͕Ͱ͖Δɻ

ڧԽֶश ηϧϑϓϨΠʹΑΔ܇࿅ 0QFO"*

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

σΟʔϓϥʔχϯάͷԠ༻ ݸਓతʹڵຯͷऒ͔ΕΔࣄྫΛ͝঺հ

ۭߓإೝূήʔτ σΟʔϓϥʔχϯάͷԠ༻

΢ΣϧεφϏ ࢿ࢈ӡ༻ σΟʔϓϥʔχϯάͷԠ༻

إೝূٕज़ͷن੍ʹ͍ͭͯ σΟʔϓϥʔχϯάͷԠ༻

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

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

"*ΤΞΪλʔ ೔ܦιϑτ΢ΣΞ೥݄߸ NMKT+BWB4DSJQUͷػցֶश༻ϥΠϒϥϦ ֓ཁɿ   (PPHMF͕։ൃͨ͠ػցֶश༻ͷ+BWB4DSJQUϥΠϒϥϦͰ͋Δ   <5FOTPS'MPXKT>ΛΑΓ؆୯ʹ࢖͑ΔΑ͏ʹͨ͠΋ͷɻ  
  ର৅ɿ   ։ൃऀɾΞʔςΟετɾֶੜͳͲͳͲ

"*ΤΞΪλʔ ೔ܦιϑτ΢ΣΞ೥݄߸ 1PTF/FU࢟੎ݕग़ʹಛԽͨ͠ػցֶशϞσϧ ֓ཁɿ   ಈը΍ࣸਅʹөͬͨਓͷ໨΍ඓɺख଍ͳͲͷ֤෦෼ͷҐஔΛਪఆͰ͖ ΔػցֶशϞσϧ    
ಛ௃ɿ   ɾಛผͳηϯαʔ΍ػث͸ෆཁ   ɾ8FCΧϝϥʹөͬͨө૾ͰϦΞϧλΠϜʹϙʔζΛݕग़Մೳ

ऴྃˑ

敷居の低いAI勉強会#4

敷居の低いAI勉強会#4

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