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敷居の低いAI勉強会#4
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asagiman
January 14, 2022
Technology
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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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Transcript
Έ͜Ͱ*5 ෑډͷ͍"*ษڧձ ϓϨθϯλʔɹTomohiro Iida ࢀߟॻ੶ɹʮσΟʔϓϥʔχϯάɹGݕఆެࣜςΩετʯɹमɿJDLA
ΞδΣϯμ ࣗݾհʢʣ ࢀՃऀΈͳ͞Μͷࣗݾհʢʣ (ݕఆ߹֨ߨ࠲
"*ΤΞΪλʔͷհʢʣ
ࣗݾհʢʣ ࢀՃऀΈͳ͞Μͷࣗݾհʢʣ (ݕఆ߹֨ߨ࠲ "*ΤΞΪλʔͷհʢʣ
ܦྺ
ࣗݾհʢʣ ࢀՃऀΈͳ͞Μͷࣗݾհʢʣ (ݕఆ߹֨ߨ࠲ "*ΤΞΪλʔͷհʢʣ
ࢯ໊ʢϋϯυϧωʔϜՄʣ झຯ ࠓͷே͝ΜԿΛ৯·͔ͨ͠ʁ ࢀՃऀࣗݾհ
ࣗݾհʢʣ ࢀՃऀΈͳ͞Μͷࣗݾհʢʣ (ݕఆ߹֨ߨ࠲ "*ΤΞΪλʔͷհʢʣ
(ݕఆ߹֨ߨ࠲ θωϥϦετʹ͍ͭͯ (ݕఆ֓ཁઆ໌ʢఆٛɾࢼݧ༰ʣ ୈষʢσΟʔϓϥʔχϯάͷݚڀʣ ୈষʢσΟʔϓϥʔχϯάͷԠ༻ʹ͚ͯʣ
ୈষʢσΟʔϓϥʔχϯάͷԠ༻ʹ͚ͯʣ
(ݕఆ߹֨ߨ࠲ θωϥϦετʹ͍ͭͯ (ݕఆ֓ཁઆ໌ʢఆٛɾࢼݧ༰ʣ ୈষʢσΟʔϓϥʔχϯάͷݚڀʣ ୈষʢσΟʔϓϥʔχϯάͷԠ༻ʹ͚ͯʣ
ୈষʢσΟʔϓϥʔχϯάͷԠ༻ʹ͚ͯʣ
ࠓޙधཁ͕ߴ·Δ"*ਓࡐͷখ ʮ"*ΤϯδχΞʹݶΒͣͰ͕͢ɺ ࠓɺݱʹΓͳ͍ͷ θωϥϦετͱͯ͠׆༂Ͱ͖Δਓ ͩͱ͍͏͜ͱ͕Α͘ݴΘΕ͍ͯ·͢ɻΞϧΰϦζϜɺΤϯδχΞϦϯάɺϏδ ωεɺͦͷͯ͢ͷͰೳྗΛൃشͰ͖Δਓ͕ٻΊΒΕ͍ͯΔΑ͏Ͱ͢ɻʯ
CZגࣜձࣾϝϧΧϦɹ"*ΤϯδχΞɹদԬྰԻ͞Μ IUUQTUZQFKQFUGFBUVSF
θωϥϦετʹ͍ͭͯ (ݕఆ֓ཁઆ໌ʢఆٛɾࢼݧ༰ʣ ୈষʢσΟʔϓϥʔχϯάͷݚڀʣ ୈষʢσΟʔϓϥʔχϯάͷԠ༻ʹ͚ͯʣ
ୈষʢσΟʔϓϥʔχϯάͷԠ༻ʹ͚ͯʣ
IUUQTUZQFKQFUGFBUVSF (ݕఆͷ֓ཁઆ໌ఆٛ (ݕఆͱʁ ɹ"*δΣωϥϦετΛഉग़͢ΔͨΊͷݕఆͷ͜ͱ ɹ"*δΣωϥϦετͱʁ ɹʰσΟʔϓϥʔχϯάͷجૅࣝΛ༗͠ɺదͳ׆༻ํΛܾఆ͠ ͯࣄۀԠ༻͢ΔೳྗΛ࣋ͭਓࡐʱʢ+%-"ެࣜ)1ʣ
(ݕఆͷ֓ཁઆ໌ࢼݧ֓ཁ JDLAެࣜHP ެࣜHPΛࢀর͠·͠ΐ͏ʂ
(ݕఆͷ֓ཁઆ໌ࢼݧ֓ཁ ࣌ؒΊͬͪΌݫ͍͠ ݸͷΛͰղ͢Δʹʹ͔͚ΒΕΔฏۉ࣌ؒඵ ҉هଈͰ͖ΔϨϕϧʹ͠Α͏ʂ ˑ5*14 ɹͯ͢ͷʹνΣοΫϘοΫε͕ଘࡏ͠·͢ɻ ɹগ͠ͰΜͩνΣοΫͯ͠ޙճ͠ʹͯ͠͠·͓͏ʂ
(ݕఆͷ֓ཁઆ໌ࢼݧ֓ཁ ݫ͠Ί ؙ҉هͰͯ͢ʹ͑ΒΕͳ͍ɻ σΟʔϓϥʔχϯάʹؔͯ͠ಛʹཧղΛਂΊ͍ͨͱ͜Ζɻ ˑ5*14 ɹେ·͔ͳߏͪ͜Βɻ ɹਓೳͷجૅࣝʢୈষʙୈষʣɹɹׂ ɹσΟʔϓϥʔχϯάʢୈষʙୈষʣɹɹׂ ɹ࢈ۀͷԠ༻ɾ࣌ࣄʢୈষʙୈষʣׂ
θωϥϦετʹ͍ͭͯ (ݕఆ֓ཁઆ໌ʢఆٛɾࢼݧ༰ʣ ୈষʢσΟʔϓϥʔχϯάͷݚڀʣ ୈষʢσΟʔϓϥʔχϯάͷԠ༻ʹ͚ͯʣ ୈষʢσΟʔϓϥʔχϯάͷԠ༻ʹ͚ͯʣ
ը૾ೝࣝ ࣗવݴޠॲཧ Իೝࣝ ڧԽֶश σΟʔϓϥʔχϯάͷݚڀ
ը૾ೝࣝ ࣗવݴޠॲཧ Իೝࣝ ڧԽֶश
ը૾ೝࣝ .BTL3$//Ͱ͍ͪ͝Λݕग़͢Δ ZPVUVCF IUUQTUFDICMPHPQUJNDPKQFOUSZ
ը૾ೝࣝ *OTUBODF4FHNFOUBUJPOʹରԠͨ͠ωοτϫʔΫϞσϧͷͭ ը૾ΛϐΫηϧ୯ҐͰͲͷΫϥεʹଐ͢Δͷͳͷ͔Λ༧ଌ͠·͢ɻ 'BTUFSͱ΄΅ಉ͡ωοτϫʔΫΛ࣋ͭɻ ʹ΄΅࣮࣌ؒͰೖྗը૾͔Βؔ৺ྖҬͷΓग़͠ͱೝ͕ࣝͰ͖Δɻ .BTL3$//
ը૾ೝࣝ ࣗવݴޠॲཧ Իೝࣝ ڧԽֶश
XPSEWFD ࣗવݴޠॲཧͷख๏ͷͭͰɺ ୯ޠΛϕΫτϧԽ ୯ޠͷԽɺࢄදݱ ͢Δ͜ͱͰ ఆྔతʹѻ͏͜ͱ͕Ͱ͖Δɻ
XPSEWFDXPSEUPWFDUPS ͜ΕʹΑͬͯɺҎԼͷΑ͏ͳ͜ͱ͕ՄೳʹͳΔɻ ɾ୯ޠಉ࢜ͷྨࣅΛग़͢ ɾ୯ޠؒͰͷҙຯͷ͠ࢉɾҾ͖ࢉ
XPSEWFD ಉ͡Α͏ͳҙຯΘΕํΛ͢Δ୯ޠಉ͡Α͏ͳจ຺ͷதʹొ͢Δ جຊతͳߟ͑ ͭ·Γɺ ʮίαΠϯྨࣅ͕ߴ͍ʯͱ͍͏͜ͱʹͳΔ
http://blog.brainpad.co.jp/entry/2017/05/23/153000 XPSEWFD
XPSEWFD ʮԦ༷ʯʔʮஉੑʯʴʮঁੑʯʮঁԦʯ XPSEWFDͰΑ͘Ҿ͖߹͍ʹग़͞ΕΔྫ ʮஉੑʯʴʮԦʯʴFUD
ʮຊʯʔʮ౦ژʯʴʮιϧʯ 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
&-.P https://kamujun.hatenablog.com/entry/2018/07/06/173931
ը૾ೝࣝ ࣗવݴޠॲཧ Իೝࣝ ڧԽֶश
8BWF/FUͱʁ 8BWF/FU ԻೝࣝͱԻ߹͕Ͱ͖ΔσΟʔϓχϡʔϥϧωοτϫʔΫͷҰͭ 1JYDFM$//<>ΛԻʹԠ༻ͨ͠ͷɻ ʮ(PPHMFΞγελϯτʯʹࡌ͞Ε͍ͯΔɻ https://qiita.com/MasaEguchi/items/cd5f7e9735a120f27e2a 1JYDFM$//
ઍͷͷըૉͷը૾Λਫ਼៛ʹੜͰ͖Δख๏
8BWF/FU 8BWF/FUWPDPEFSΛͬͯΈ·ͨ͠ͷͰɺͦͷهͰ͢ ·ͣฉ͍ͯΈ·͠ΐ͏
8BWF/FU http://kumechann.hatenablog.com/entry/2018/08/17/161150 ্هͷωοτϫʔΫͩͱग़ྗʹӨڹΛ༩͑Δೖྗ MBZFST fi MUFSTJ[F ͔͠ͳ͍ɻ ͦͷͨΊɺԻͷΑ͏ͳظͷؔੑ͕͋ΔσʔλΛੜ͢ΔͨΊʹӅΕΛ૬ͳ૿͞ͳ͚ΕͳΒͳ͍ɻ
$BVTBM$POWPMVUJPO
8BWF/FU %JMBUFE$BVTBM$POWPMVUJPO ϑΟϧλΛ͋ͯΔͱ͖ʹɺೖྗΛ͍͔ͭ͘εΩοϓ͢Δɻ ͦͷ݁Ռɺग़ྗʹӨڹΛ༩͑ΔೖྗΛޮՌతʹաڈ·Ͱ͔͞ͷ΅ͬͯ ͏͜ͱ͕Ͱ͖Δɻ
ը૾ೝࣝ ࣗવݴޠॲཧ Իೝࣝ ڧԽֶश
ڧԽֶश ηϧϑϓϨΠʹΑΔ܇࿅ 0QFO"*
ڧԽֶश http://yagami12.hatenablog.com/entry/2019/02/22/210608
θωϥϦετʹ͍ͭͯ (ݕఆ֓ཁઆ໌ʢఆٛɾࢼݧ༰ʣ ୈষʢσΟʔϓϥʔχϯάͷݚڀʣ ୈষʢσΟʔϓϥʔχϯάͷԠ༻ʹ͚ͯʣ ୈষʢσΟʔϓϥʔχϯάͷԠ༻ʹ͚ͯʣ
σΟʔϓϥʔχϯάͷԠ༻ ݸਓతʹڵຯͷऒ͔ΕΔࣄྫΛ͝հ
ۭߓإೝূήʔτ σΟʔϓϥʔχϯάͷԠ༻
ΣϧεφϏ ࢿ࢈ӡ༻ σΟʔϓϥʔχϯάͷԠ༻
θωϥϦετʹ͍ͭͯ (ݕఆ֓ཁઆ໌ʢఆٛɾࢼݧ༰ʣ ୈষʢσΟʔϓϥʔχϯάͷݚڀʣ ୈষʢσΟʔϓϥʔχϯάͷԠ༻ʹ͚ͯʣ ୈষʢσΟʔϓϥʔχϯάͷԠ༻ʹ͚ͯʣ
إೝূٕज़ͷن੍ʹ͍ͭͯ σΟʔϓϥʔχϯάͷԠ༻
ࣗݾհʢʣ ࢀՃऀΈͳ͞Μͷࣗݾհʢʣ (ݕఆ߹֨ߨ࠲ "*ΤΞΪλʔͷհʢʣ
"*ΤΞΪλʔ ίϯηϓτ ܦιϑτΣΞ݄߸ ػ֎ֶशΛͬͨΞϓϦέʔγϣϯΛؾܰʹ͓͏ʂ
"*ΤΞΪλʔ ओʹ͏ͷ ܦιϑτΣΞ݄߸ ɾNMKT+BWB4DSJQUͷػցֶश༻ϥΠϒϥϦ ɾ1PTF/FU࢟ݕग़ʹಛԽͨ͠ػցֶशϞσϧ ɾ/PEFKTखݩͷQDͷXFCαʔό্Ͱ࡞ಈͤ͞Δ
"*ΤΞΪλʔ ܦιϑτΣΞ݄߸ NMKT+BWB4DSJQUͷػցֶश༻ϥΠϒϥϦ ֓ཁɿ (PPHMF͕։ൃͨ͠ػցֶश༻ͷ+BWB4DSJQUϥΠϒϥϦͰ͋Δ <5FOTPS'MPXKT>ΛΑΓ؆୯ʹ͑ΔΑ͏ʹͨ͠ͷɻ
ରɿ ։ൃऀɾΞʔςΟετɾֶੜͳͲͳͲ
"*ΤΞΪλʔ ܦιϑτΣΞ݄߸ 1PTF/FU࢟ݕग़ʹಛԽͨ͠ػցֶशϞσϧ ֓ཁɿ ಈըࣸਅʹөͬͨਓͷඓɺखͳͲͷ֤෦ͷҐஔΛਪఆͰ͖ ΔػցֶशϞσϧ
ಛɿ ɾಛผͳηϯαʔػثෆཁ ɾ8FCΧϝϥʹөͬͨө૾ͰϦΞϧλΠϜʹϙʔζΛݕग़Մೳ
ऴྃˑ