2020年2月8日（土）「オープンセミナー2020@広島」にて。
ΤϯδχΞͰ͋Γଓ͚ΔͨΊʹΞδϟΠϧ࣌ͷʮݸʯͱʮνʔϜʯ1IPUPCZ5JN'PTUFSPO6OTQMBTIٴ෦ܟ༤!5",,"*/(
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2Ͳ͏ͬͯΤϯδχΞΛଓ͚͍͖ͯ·͔͢ʁ
1IPUPCZ4WFO.JFLFPO6OTQMBTIݸਓͷεΩϧΞοϓͪΖΜඞཁͰͦΕ͚ͩͰ͍͍ͷͩΖ͏͔ʁ
1IPUPCZϑϦʔࣸਅૉࡐͺͨͦ͘ IUUQTXXXQBLVUBTPDPNϨϏϡʔ͓͡͞Μ
1IPUPCZϑϦʔࣸਅૉࡐͺͨͦ͘ IUUQTXXXQBLVUBTPDPNϨϏϡʔ͓͡͞ΜΤϯδχΞͱͯ͠εΩϧΞοϓ͍ͯ͘͠ͱɺΤϯδχΞϦʔμʔςοΫϦʔυΛ͞ΕͨΓ͢Δɻͦ͏ͳΔͱɺϝϯόʔڭҭ࣭୲อγεςϜ҆ఆՔಇͷ͕ͷ͖ͬͯͯɺྫ͑ϨϏϡʔΛ͢Δ͕࣌ؒͲΜͲΜ૿͍͑ͯ͘ɻͱͱΤϯδχΞϦϯά͕͖ͰΤϯδχΞΛ͖ͬͯͨΜ͚ͩͲɺεΩϧΞοϓ͍ͯ͘͠ͱͲΜͲΜίʔυΛॻ͕࣌ؒ͘ݮ͍ͬͯ͘ͷͬͯͳΜ͔ͩͳ͋ɻ
✤ ྺ࢙͕ઙ͍ͷͰϩʔϧϞσϧ͕গͳ͍✤ ϓϩάϥϚʔࡀఆઆʁ✤ มԽ͕ଟ͍ۀքͳͷͰઌ͕ಡΊͳ͍✤ ࣗͨͪͰߟ͑ͯߦಈ͍͔ͯ͘͠͠ͳ͍ΤϯδχΞΛଓ͚Δͱ͍͏͜ͱ
ΤϯδχΞˠϚωʔδϟʔ
స৬ͯ͠Ϩϕϧ͔Βͷ࠶ग़ൃ
ҧ͏ಓΛબͿͷΑ͍͚Ͳɺ͖͔ͩΒΤϯδχΞͰ͍͍ͨ
ଓ͚Δ͜ͱ͕Ͱ͖Δʹधཁ͕͋Δ
اۀ͔ΒͷधཁͱɺࣄۀߩݙͰ͖Δ͔Ͳ͏͔
ࣄۀߩݙͰ͖ΔΤϯδχΞͰ͋ΕɺΤϯδχΞΛଓ͚Δ͜ͱ͕Ͱ͖ΔԾઆ
͏গ͠ղ૾Λ্͛ΔͨΊʹࢲͨͪͷࣄΛ;Γ͔͑ͬͯΈΔ
Ҏʹੜ·Εͨاۀʢʣʢʣʢʣʢʣʢʣʢʣʢʣ
✤ ϏδωεͷมԽ͕ͲΜͲΜ͘ͳ͍ͬͯΔ✤ *5͕Ϗδωεͷத৺ʹ✤ ෳࡶͰෆ࣮֬ੑͷߴ͍Λղܾ͢Δඞཁ✤ ඞཁͳٕज़ελοΫෳࡶͰมԽ͕ܹ͍͠✤ ݸਓ͚ͩͰ͍͠ͷͰνʔϜͰऔΓΉࢲͨͪͷࣄ
νʔϜͰՁΛग़͢1IPUPCZ"OOJF4QSBUUPO6OTQMBTIνʔϜͰՁΛग़͢
ݸਓͷεΩϧΞοϓʴνʔϜͰՁΛग़͢
ԾઆࣄۀߩݙͰ͖ΔνʔϜͰ͋ΕɺΤϯδχΞΛଓ͚Δ͜ͱ͕Ͱ͖Δ
!5",",*/(גࣜձࣾσϯιʔ.BB4։ൃ෦Ұൠࣾஂ๏ਓΞδϟΠϧνʔϜΛࢧ͑Δձ"(*-&.0/45&3ٴ෦ܟ༤
ݸਓࣄۀओ͡Ί·ͨ͠ɻIUUQTBHJMFNPOTUFSDPN ઐଐίʔνͰͳ͘ܦݧ๛ͳ࣮ફऀͷࢧԉ͕΄͍͠ํ ׆͖׆͖ͱͨ͠νʔϜɾ৫ʹ͍ͨ͠ํ ΞδϟΠϧ։ൃɺεΫϥϜɺϞϒϓϩάϥϛϯάͳͲ νʔϜ։ൃશൠͰ͓Έͷํ
✤ ਓνʔϜ✤ ϞϒϓϩάϥϛϯάBTಇ͖ํ✤ ݄ʹνʔϜస৬✤ ָఱˠσϯιʔʢݱ৬ʣ5",",*/( 4BUP@SZV ͝ʔͨ
Ͳ͏ͬͯΤϯδχΞΛଓ͚Δͷ͔Ͳ͏ͬͯࣄۀߩݙͰ͖ΔνʔϜͰ ͋Γଓ͚Δͷ͔
ʮଓ͚ΔʯΛߟ͑ΔʮࢮʯΛߟ͑Δ
νʔϜ͍ͭࢮ͵ͷ͔ʁ
λοΫϚϯϞσϧ'PSNJOH 4UPSNJOH /PSNJOH 1FSGPSNJOHܗظ ࠞཚظ ౷Ұظ ػೳظ%FWFMPQNFOUBMTFRVFODFJOTNBMMHSPVQT
λοΫϚϯϞσϧ1FSGPSNBODF5JNF'PSNJOH 4UPSNJOH /PSNJOH 1FSGPSNJOH
λοΫϚϯϞσϧ'PSNJOH 4UPSNJOH /PSNJOH 1FSGPSNJOHܗظ ࠞཚظ ౷Ұظ ػೳظ"EKPVSOJOHղࢄظ
తΛՌͨͯ͠ղࢄ͢Δ1FSGPSNBODF5JNF'PSNJOH4UPSNJOH/PSNJOH1FSGPSNJOH"EKPVSOJOH
్தͰྗਚ͖Δ1FSGPSNBODF5JNF4UPSNJOH"EKPVSOJOH'PSNJOH
λοΫϚϯϞσϧͷݱ࣮'PSNJOH 4UPSNJOH /PSNJOH 1FSGPSNJOHܗظ ࠞཚظ ౷Ұظ ػೳظ"EKPVSOJOHղࢄظ
νʔϜͷࢮతΛୡͨ͠ͱ͖ʁ
1SPKFDU#BTFE5&".1SPEVDU#BTFE5&".
νʔϜͷछྨ ϕΫτϧ νʔϜͷࢮ ظؒ1SPKFDU#BTFE5&".ऴΘΒͤΔ ϓϩδΣΫτͷऴྃ 1SPEVDU#BTFE5&".ଓ͚Δ ϓϩμΫτͷऴྃ த
ΤϯδχΞݸਓͷΩϟϦΞͷࢹͰߟ͑Δ
࣌લ৬ͷ৽نࣄۀνʔϜͰಇ͍͍ͯͨࢲͨͪͷνʔϜʹղࢄͷةػ͕๚Εͨɻ্ཱ݄ͪ͛ͨࣄۀݎ࣮ͳΛݟ͍͕ͤͯͨ͞·͟·ͳࣄͰΫϩʔζ͢Δ͜ͱ͕ܾ·ͬͨɻ
ձࣾɺ৫νʔϜϓϩμΫτϓϩδΣΫτ
ϓϩμΫτϓϩδΣΫτνʔϜձࣾ৫ʹඥ͍͍ͯΔ
1SPKFDU#BTFE5&".1SPEVDU#BTFE5&".0SHBOJ[BUJPO#BTFE5&".
ձࣾ৫ͷมԽʹΑΔνʔϜͷࢮ͏ҰͭͷࢮҼ
ݸਓࢹͰݟͨͱ͖ͷλοΫϚϯϞσϧ1FSGPSNBODF5JNF'PSNJOH4UPSNJOH/PSNJOH1FSGPSNJOH"EKPVSOJOH4UPSNJOH "EKPVSOJOH1FSGPSNJOH1FSGPSNJOH'PSNJOH 'PSNJOH/PSNJOH /PSNJOH4UPSNJOHҟಈ స৬
ݸਓࢹͰݟͨͱ͖ͷλοΫϚϯϞσϧ1FSGPSNBODF5JNF'PSNJOH4UPSNJOH/PSNJOH1FSGPSNJOH"EKPVSOJOH4UPSNJOH "EKPVSOJOH1FSGPSNJOH1FSGPSNJOH'PSNJOH 'PSNJOH/PSNJOH /PSNJOH4UPSNJOHҟಈ స৬͜ͷκʔϯ͔Βͳ͔ͳ্͔ʹ͍͚ͳ͍
✤ ΤϯδχΞΛଓ͚ΔͨΊʹࣄۀߩݙͰ͖ΔνʔϜ Ͱ͋Γଓ͚Ε͍͍ͷͰͱ͍͏Ծઆ✤ తʢϓϩμΫτϓϩδΣΫτʣͷୡ͚ͩ Ͱͳ͘ɺձࣾ৫ͷมԽʹΑͬͯνʔϜ͕ࢮ͵✤ ݁Ռͱͯ͠ࣄۀߩݙͰ͖ΔνʔϜͰ͋Γଓ͚Δ ͜ͱ͕͍͜͜͠·Ͱͷ·ͱΊ
ʮ͜ΕͰνʔϜΛղࢄ͢Δͷ͍ͬͨͳ͍ʯʮ·ͩ͜ͷνʔϜͰΓ͍ͨ͜ͱ͕͋Δʯ
ͳΒલఏΛม͑ͯΈΑ͏
0SHBOJ[BUJPO#BTFE5&".͔Βͷ٫
νʔϜϓϩδΣΫτձࣾɺ৫ϓϩμΫτ
5FBN#BTFE5&".
IUUQTUBLBLJOHDPNUFBNGBEFDMBSBUJPO
✤ ϓϩٿͷ'"ʢϑϦʔΤʔδΣϯτʣએݴͱಉ͡✤ ࣾ֎ʹ͘ػձΛٻΊΔ✤ ࣗͨͪͷࢢՁΛ֬ೝ͢Δ✤ ཹͷՄೳੑ͋ΓνʔϜ'"એݴ
IUUQTUBLBLJOHDPNUFBNGBEFDMBSBUJPOIUUQTTJMWFSCVMMFUDMVCHJUIVCJPUFBNSFTVNF
ͨ͘͞Μ͓͕͚͍ͨͩ͘͜ͱ͕Ͱ͖ͨ
IUUQTUBLBLJOHDPNUFBNGBEPOF
✤ ڧ͍ΤϯδχΞ͔ͩΒͱ͍ͬͯɺ ࣗͷ৫ͰϫʔΫ͢Δ͔Θ͔Βͳ͍✤ ڧ͍νʔϜͰ͋Εɺ গͳ͘ͱϫʔΫ͢Δ͜ͱΘ͔Δ✤ ࿐ग़͕ଟ͍νʔϜͰ͋Εͳ͓͞Βड͚ೖΕ͍͢✤ ࠾༻͢Δଆͱͯ͠ίετύϑΥʔϚϯε͕Α͍νʔϜస৬ͷࢢ͔ΒͷԠ
✤ ༧ΑΓϙδςΟϒͳԠ͕ଟ͔ͬͨ✤ ΦϯϘʔσΟϯά͕εϜʔζͩͬͨ ʢ͍͖ͳΓϞϒΦϯϘʔσΟϯάͰ͖Δʣ✤ ϦεΫ͋ΔͷͰΑ͍͜ͱ͔ΓͰͳ͍✤ ݁Ռͱͯͬͯ͠Α͔ͬͨͱશһ͕ࢥ͍ͬͯΔνʔϜస৬ΛͬͯΈͯ
5FBN#BTFE5&".ͷʮଓ͚ΔʯΛߟ͑Δ5FBN#BTFE5&".ͷʮࢮʯΛߟ͑Δ
νʔϜͷछྨ ϕΫτϧ νʔϜͷࢮ ظؒ1SPKFDU#BTFE5&".ऴΘΒͤΔ ϓϩδΣΫτͷऴྃ 1SPEVDU#BTFE5&".ଓ͚Δ ϓϩμΫτͷऴྃ த5FBN#BTFE5&".ଓ͚Δ νʔϜͷऴྃ
ࢲͨͪͷνʔϜͷࢮࣗવ౫ଡͰΑ͍
5FBN#BTFE5&".ͷࢮࢢՁ Ϟνϕʔγϣϯ
ࣗͨͪʗࢢʹͱͬͯඞཁ͕ͳ͘ͳͬͨͱ͖͕νʔϜͷࢮ
νʔϜͷ;Γ͔͑Γ
ࢲ͕ͨͪࢦ͢νʔϜ
1IPUPCZ&SOFTUP7FMÂ[RVF[PO6OTQMBTIੜత৫
lԬా͞Μͷࠓͷମͱ໌ͷମɺ৽ँʹΑͬͯɺҧ͏ࡉ๔͕Ͱ͖͍ͯΔΜͰ͢ΑɻͰɺݹ͍ࡉ๔͕ࢮΜͰɺ৽͍͠ࡉ๔͕Ͱ͖͖ͯͨͱ͖ʹɺԿ໋ྩ͍ͯ͠ͳ͍ͷʹɺಉ͡ܗʹͳΔΜͰ͢ɻࡉ๔ͱࡉ๔͕ંΓ߹͍Λͳͯ͠ɺಉ͡ܗʹͳΔͷͰ͢z
✤ ͲΜͳܗͰνʔϜͰ͋Δͱ͍͏͋Γํ✤ ੜͷ৽ँΛνʔϜʹ࣮͢Δ✤ ϝϯόʔ͕ݻఆ͔Ͳ͏͔͋·ΓॏཁͰͳ͍✤ ֶशΛ৽ँ͢Δࢲͨͪͷࢦ͢ੜత৫
ৗʹ͜ͷκʔϯʹ͍ΒΕΔ Α͏ʹ͢Δ
✤ ڥɺۀछɺυϝΠϯͷมԽ͢Βֶश✤ -FBSO6OMFBSO✤ Ϟϒϓϩάϥϛϯά✤ -FBSOJOH4FTTJPOݺٵͷΑ͏ʹֶश͢ΔνʔϜ
νʔϜͷࢢՁ্ʹऔΓΉ
νʔϜ໊͕ܾ·ͬͨ
✤ νʔϜͰͰ͖Δ͜ͱΛ૿͢✤ νʔϜͷೝΛߴΊΔ׆ಈΛ͢Δ✤ νʔϜͰෳۀΛ͢ΔࢢՁͷߴ͍νʔϜͰ͋Γଓ͚ΔͨΊʹ
✤ νʔϜ1PEDBTU✤ νʔϜ:PVUVCF✤ νʔϜ(JU3FQPTJUPSZ✤ νʔϜෳۀνʔϜͷࠓޙͷ׆ಈܭը
νʔϜͷϑΝϯΛ૿͢1IPUPCZ:WFUUFEF8JUPO6OTQMBTI
4JMWFS#VMMFU$MVCͷࠓޙʹ͝ظ͍͓ͩ͘͞ࣄίϥϘϨʔγϣϯͳͲɺָ͍͓͠ઈࢍืू͓ͯ͠Γ·͢ɻ
5FBN#BTFE5&".νʔϜస৬ΛקΊ͍ͨΘ͚Ͱͳ͍
νʔϜͰಇ͘Ҏ্νʔϜͰͲ͏ՁΛग़͔͕ࣗ͢ಘ͍ͯΔऩೖͷग़Ͳ͜ΖͲ͜ͳͷ͔
ΤϯδχΞʹղܾͷϓϩͱ͍ͯ͠͠ʹͲ͏ཱ͔ͪ͏ͷ͔1IPUPCZ+FSSZ8BOHPO6OTQMBTI
✤ ͷղऍΛม͑ͯΈΔ✤ લఏΛม͑ͯΈΔ✤ ܦݧֶश͢Δ͍͠ʹͿ͔ͭͬͨ࣌ʹ৺͕͚͍ͯΔ͜ͱ
✤ ͷղऍΛม͑ͯΈΔ✤ લఏΛม͑ͯΈΔ✤ ܦݧֶश͢ΔͲ͏ͬͯΤϯδχΞΛଓ͚Δ͔0SHBOJ[BUJPO#BTFE5&".νʔϜ'"એݴɺνʔϜస৬ʜͲ͏ͬͯࣄۀߩݙͰ͖ΔνʔϜ Ͱ͋Γଓ͚Δ͔5FBN#BTFE5&".͍͠ʹͿ͔ͭͬͨ࣌ʹ৺͕͚͍ͯΔ͜ͱ
✤ ͷղऍΛม͑ͯΈΔ✤ લఏΛม͑ͯΈΔ✤ ܦݧֶश͢Δ✤ ղܾΛָ͠Ή͜ͱͲ͏ͬͯΤϯδχΞΛଓ͚Δ͔0SHBOJ[BUJPO#BTFE5&".νʔϜ'"એݴɺνʔϜస৬ʜͲ͏ͬͯࣄۀߩݙͰ͖ΔνʔϜ Ͱ͋Γଓ͚Δ͔5FBN#BTFE5&".͍͠ʹͿ͔ͭͬͨ࣌ʹ৺͕͚͍ͯΔ͜ͱ
͍͠Λղܾ͢Δͷָ͕͍͠ΤϯδχΞΛ͖ͳཧ༝1IPUPCZ#FO8IJUFPO6OTQMBTI
ϚΠϊϦςΟʹͳΔ͜ͱڪΕͳ͍͍ͯ͘1IPUPCZ3BOEZ'BUIPO6OTQMBTI
Ή͠Ζl;ͭ͏zʹͳΔ͜ͱͷํ͕ා͍1IPUPCZ.FMBOJF8BTTFSPO6OTQMBTI
ੵۃతʹٯுΓ͍ͯ͘͠1IPUPCZ.BDBV1IPUP"HFODZPO6OTQMBTI
lࢲ͖ʹͨ͠ɺ܅Β͖ʹ͠Ζzγϯɾΰδϥ
Ұ൪ָ͠Μ͕ͩͭΤϯδχΞԦͩʂ1IPUPCZ"VTUJO/FJMMPO6OTQMBTI
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oracle4engineer
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brainpadpr
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mojombo
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sstephenson
zenorocha
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soudai
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erikaheidi
morganepeng