O'reilly Strata Data Conference New York 2019 후기

0s3FJMMZ4USBUB%BUB
$POGFSFODF/FX:PSL
റӝ
॑஠ ؘ੉ఠ Ӓܛ ஠ੌ ߸ࢿਮ
ਮ ӂਮജ

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40$"3 0s3FJMMZ4USBUB%BUB$POGFSFODF/FX:PSLറӝ
0sSFJMMZ4USBUB %BUB$POGFSFODF/FX:PSLറӝ
ਫ਼Ӭ׏਄ਸૌӝदભ

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$ P O U F O U T
0sSFJMMZ4USBUB%BUB$POGFSFODFࣗѐ
ੋ࢚ Ө঻؍ ࣁ࣌ ѐ ࣗѐ
୹੢ റӝ
ଵҊ ੗ܐ

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0sSFJMMZ4USBUB
%BUB$POGFSFODFࣗѐ

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0sSFJMMZ4USBUB %BUB$POGFSFODFࣗѐ
0sSFJMMZ

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0sSFJMMZ4USBUB%BUB$POGFSFODF

0sSFJMMZ୹౸ࢎীࢲ ૓೯ೞח ஶಌ۠झ
ݒ֙ ׮নೠ ੢ࣗীࢲ ૓೯

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׮নೠ ઱ઁ۽ ೯ࢎ ѐ୭

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0sSFJMMZ4USBUB%BUB$POGFSFODFӝসࠗझ

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0sSFJMMZ4USBUB%BUB$POGFSFODFनӝೠҟ҃

%+
೐۽೙ ࢎ૓ ନয઱ח Ҕ

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0sSFJMMZ4USBUB%BUB$POGFSFODF೯ࢎઙܐറ౵౭

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ੋ࢚ Ө঻؍
ࣁ࣌ ѐ ࣗѐ

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$POGFSFODF੄4FTTJPOٜ

ষ୒ ݆਷ ߊ಴
9ੌ

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4FTTJPOٜਸప݃۽੿ܻೞݶ

9"*
0QUJNJ[BUJPO 6CFS &YQMBJOBCMF"*

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<0QUJNJ[BUJPO>
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NFFUTPQUJNJ[BUJPO

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)PXNBDIJOFMFBSOJOH NFFUTPQUJNJ[BUJPO
0QUJNJ[BUJPOWT.BDIJOF-FBSOJOH

0QUJNJ[BUJPOWT.BDIJOF-FBSOJOH
эਸөਃ ׮ܳөਃ

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-JOFBSQSPHSBNNJOH

ҵࢎ ޛܨ ࠙ঠীࢲ ݆੉ ࢎਊؽ ҵ؀੄ TVQQMZDIBJOJOH

दझమ੉ ࣻ೟੸ਵ۽ ಴അೡ ࣻ ੓ח ݽ؛۽ ಴അ оמೞҊ
ݾ಴ܳ ੿۝ചೡ ࣻ ੓ח ҃਋ ؀উ ઺ ୭࢚੄ ೯زਸ ࢶఖೞӝ ਤ೧ ҅࢑

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അप੄ޙઁٜ

0QUJNJ[BUJPO.-੉ ೣԋ ೙ਃೠ ޙઁ 4DIFEVMJOH 3PVUJOH١

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6TF$BTF/FTUMF

఑੤۝ਸ ୭؀ചೞҊ ਍࣠ ࠺ਊਸ ୭ࣗച೧ ࢚׼ೠ ࠺ਊ ੺х

ࢤ࢑ ҕ੢ ࠺ਊ ੺х

ࢲ࠺झ ࣻળਸ ੌ੿ೞѱ ਬ૑ೞݴ Ҋё ݅઒ب ೱ࢚

ઁಿ ತӝ ߑ૑ܳ ాೠ ࣚप хࣗ

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6TF$BTF4PVUI8FTU

োܐ UBOLFSJOH ੹ۚਸ ୭੸ച೧ োр NJMMJPO׳۞ ੺х
5BOLFSJOH 'VFMݾ੸૑ ҕ೦ীࢲ োܐܳ ࠁә߉ਸ ࣻ হѢա োܐ оѺ ର੉۽ ੋ೧
োܐ࠺ ੺хਸ ਤ೧ ୹ߊ૑ীࢲ جইয়חؘ ࢎਊೡ োܐө૑ ೣԋ ఑੤ೞח োܐ۝

ബਯ੸ੋ थޖਗ ੌ੿ਸ ٜ݅য ৘࠺ थޖਗ оਊࢿਸ ֫੉Ҋ
ୡҗ Ӕޖ ࣻ׼ਸ ઴੐

೦ҕ ૑ো %FMBZ
੉ ঴݃ա ؼ૑ ৘ஏ

࠺೯ ઺ ٶ௖ড੉ ঴݃ա ೙ਃೡ૑

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੤Ҋҙܻ੄ޙઁݠन۞׬җ୭੸ചܳэ੉ࢎਊ

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೐۽ં౟૓೯ೞח'MPX

ݠन۞׬ ࣻਃ ৘ஏ
୭੸ച $POTUSBJOU1SPHSBNNJOH
दաܻয়ী ٮܲ दޯۨ੉࣌ ੄ࢎ Ѿ੿

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-FBSOFST .-
BOE4PMWFST 0QUJNJ[BUJPO

ل ׮ *OQVUÃ0VUQVU
-FBSOFSؘ੉ఠա ҃೷ਵ۽ ೣࣻܳ ਬ୶
4PMWFSTݽ؛ীࢲ ઱য૓ п ੑ۱ Yী ؀೧ ೣࣻ G Y
੄ чਸ ب୹
DPOTUSBJOU৬ PCKFDUJWFWBMVFо ੓যࢲ PQUJNBMTPMVUJPOਸ ଺਺

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-JOFBS1SPHSBNNJOH (SBQIJDBM

ର ߑ੿ध੄ ೧
'FBTJCMF"SFBޙઁ੄ ઁড ઑѤਸ ୽઒दఃח
୭੸ച ޙઁ੄ оמೠ ݽٚ ૑੼੄ ૘೤
'FBTJCMF૑৉җ Ҁச ٸө૑ ੉ز

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-JOFBS1SPHSBNNJOH 4JNQMFY

୊਺ী ੼ਸ ࢶఖೠ റ чਸ ҳೣ
ੋ੽೧੓ח ӓױ੼ٜ੄ ݾ੸ ೣࣻ੄ чਸ
҅ࣘ Ѩష೧ࢲ ୭੸೧ܳ ҳೞח ߑߨ

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-JOFBS1SPHSBNNJOH *OUFSJPS1PJOU

୭੸೧ܳ GFBTJCMFSFHJPO੄ ղࠗীࢲ ଺ইоח ߑߨ
ଵҊ IUUQTXXXZPVUVCFDPNXBUDI W[NNGS25&

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.JYFE*OUFHFS1SPHSBNNJOH

݆਷ ҃਋ ч੉ *OUFHFS #JOBSZ Ѥޛਸ ૑ਸө ݈ө

#SBODIBOE#PVOE੹ۚਸ ࢎਊ
ଵҊ IUUQTXJLJEPDTOFU

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&SSPSBOE0CKFDUJWF'VODUJPO

.BDIJOF-FBSOJOHীࢲ ۨ੉࠶ػ ؘ੉ఠо ੓Ҋ NJOJNJ[FFSSPSೣ HSBEJFOUܳ ҅࢑

ਬࢎೞѱ 0QUJNJ[BUJPO਷ PCKFDUJWFWBMVFо ੓Ҋ DPOTUSBJOUউীࢲ ୭؀ചೞח ޙઁ

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ࣁ࣌ਸٛҊו՛੼

୭੸ചী ؀ೠ ӝࠄਸ ੉ঠӝ ೧ષ
୭੸ച ҙ੼ਵ۽ب ޙઁܳ ಽ ࣻ ੓׮ח ੼ਸ दࢎ೧ જও਺

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<0QUJNJ[BUJPO>
.-JTOPUFOPVHI%FDJTJPO
BVUPNBUJPOJOUIFSFBMXPSME

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.-JTOPUFOPVHI%FDJTJPOBVUPNBUJPOJOUIFSFBMXPSME
ߊ಴੗שഥࢎࣗѐ36#*,-06%

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੹ా੸೐۽Ӓې߁җݠन۞׬੄ର੉

؀ࠗ࠙ അप੄ ੄ࢎѾ੿਷ .-ݽ؛੄ 0VUQVU݅ਵ۽ ୽࠙ೞ૑ ঋ਺

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ࢎۈ੄౸ױ਷%FDJTJPO.BLJOH.BDIJOF1SFEJDUJPOT

%FDJTJPO.BLJOHৈ۞ ؀উ ઺ о੢ CFTU೯زਸ ଺਺
.BDIJOF1SFEJDUJPOT޷ې VOLOPXOFWFOUܳ ৘ஏೞӝ ਤ೧ ా҅੸ੋ ప௼ץ ࢎਊ

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.-%FDJTJPO&OHJOFਸࢎਊೠ੄ࢎѾ੿੗زച

.BDIJOF-FBSOJOH੄ 0VUQVUਸ %FDJTJPO&OHJOF੄ *OQVUਵ۽ ֍Ҋ Ѿҗܳ ߉਺

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$BTF4UVEZ3FUBJMഥࢎ੄୶ୌदझమ

׮নೠ ੹ۚ ߑध
6QTFMMҊё੉ ൞ݎ೮؍ ࢚ಿࠁ׮ ױоо ֫਷ ࢚ಿ੄ ҳੑਸ ਬبೞח ౸ݒ
$SPTTTFMM୶о ҳੑਸ ਬبೞח ౸ݒ ߑߨ

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#VTJOFTTীࢲ Ҋ۰ೡ ࠗ࠙੉ ݒ਋ ݆਺
ױࣽ൤ -PTTೣࣻ۽ ಴അೞӝ য۰਑
#VTJOFTT۽૒࢚ ઺ਃೞѱ ৈӝח Ѫٜ੉ $POTUSBJOUо ؽ

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.PEFMীࢲ աৡ чٜਸ ష؀۽ %FDJTJPO&OHJOF੉ ੄ࢎ Ѿ੿ೣ

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6TFS੄ ࢶഐ 1VSDIBTF 6QTFMM 5JNFMJOFTTҙ੼ਵ۽ ݽ؛ਸ ࢤࢿೣ
пп੄ ݽ؛݃׮ ౠ߹ೠ ݾ੸ਸ о૑Ҋ ੓਺
ഛ੢ࢿ੉ ڪযթ
%FDJTJPO&OHJOF੉ ୭ઙ ୶ୌਸ ࢤࢿ
.-.PEFMT

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п Ҋёٜ੉ .**1ޙઁীࢲ ୶ୌೡ ޛѤਸ ࢶఖೣ
$POTUSBJOUTח CVTJOFTTSVMFਸ ੋ௏٬
%FDJTJPO&OHJOF

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.-਷ D@\K J^WBMVFTٜ੉ ऀѹઉ ੓਺ DPFGGJDJFOU

ਬ੷о PCKFDUJWFܳ ࢸ੿ೡ ࣻ ੓਺
.PEFM਷ о૑ ݽ؛ .BUSJY'BDUPSJ[BUJPO TFBTPO SFTQ۽ ੉ܖয૗
0CKFDUJWF'VODUJPO

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3FUBJMFSо ੉೧ೞח #VTJOFTT3VMF੉ $POTUSBJOU
ݽ؛੄ 0VUQVU۽ࠗఠ $POTUSBJOU੉ ࢤӣ
ࢎۈ੄ ૒ҙী ੄೧ ݅ٚ ъ۱ೠ ઑѤ੉ ੓਺
$POTUSBJOU

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$BTF4UVEZ%FNBOE'PSFDBTUJOH4VQQMZ$IBJO0QUJNJ[BUJPO

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ݠन۞׬ ޙઁо %FDJTJPOѾ੿ ޙઁо غ૓ ঋ਺
݆਷ Ѫٜਸ ഒ೤೧ࢲ ૓೯
৘ஏࠁ׮ 4VQQMZ$IBJO4ZTUFNਸ ୭੸ചೞח Ѫ੉ ؊ ઺ਃೣ

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.-"DDVSBDZ#VTJOFTT7BMVF
੿ഛೠ ࣻਃ ৘ஏ਷ ࣻਃо ݆਷ ӝр ೐۽ݽ࣌ ١
ী ઺ਃೠ ৉ೡਸ ೣ
4BGFUZ4UPDLইې۽ ৘ஏೡ ҃਋ ઱ޙҗ ҙ۲੉ হ਺ ਬਊೞ૑ ঋ਺


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ࠗ੿ഛೠ ৘ஏ੄ ࠺؀ட੸ ࠺ਊ
4UPDLPVU ੤Ҋ ࠗ઒
਷ ੌ߈੸ਵ۽ PWFSTUPDLࠁ׮ ࠺ਊ੉ ٞ
ੌ߈੸ਵ۽ PWFSTUPDLਸ ೱೠ CJBTо ੓਺ җ઱ޙೞח ҃ೱ੉ ੓਺

੤Ҋ ੹ۚ੉ ׳ۄ૗
ࣻਃܳ ݅઒ೞ૑ ޅೞݶ ౹૑ ޅೣ

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4JOHMF4UPSF*OWFOUPSZ.BOBHFNFOUח DPOTUSBJOUо ੓ח MJOFBSQSPHSBNNJOH
0QUJNBM4PMVUJPOUद੼ী CBTFTUPDLҗ ೣԋ 4 4
QPMJDZо ੓਺
੤Ҋо ୽࠙ೞݶ ઱ޙೞ૑ ঋ਺
੤Ҋо ࠗ઒ೞݶ ৘ஏ ࣻਃ۝അ੤ ੤Ҋ
݅ఀ ઱ޙ

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ݠन۞׬җ ࢎۈ੄ ౸ױਸ ݽف ഝਊೞח ؀୓ оמೠ ҕध
3FBTPOBCMFೠ ୭ঈ੄ ࢚ടਸ ࠁഐ
੤Ҋ ҙܻ ޙઁܳ ੤ҳࢿ
%FUFSNJOJTUJDೠ Ѿ੿੸ੋ ೠ ं੗۽ աয়ח
ࣻਃܳ VODFSUBJOUZSBOHF۽ ؀୓

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6ODFSUBJOUZ3BOHFܳ ಴അೞӝ ਤ೧ ׮নೠ ߑߨਸ ࢎਊೡ ࣻ ੓਺
5XPRVBOUJMFSFHSFTTJPOQSPCMFN
࠙ನܳ Ӕࢎೞӝ ਤ೧ ঔ࢚࠶ ഝਊ ৘ 3BOEPNGPSFTU 5SFFܨ

ݽ؛੄ PVUQVUਸ ݺद੸ਵ۽ ࠙ನ۽ ಴അ ৘ #BZFTJBOTUSVDUVSBMUJNFTFSJFT

6ODFSUBJOUZCVEHFUT
ࠛഛपࢿ੉ ௾दӝী ৘࢑ਸ טܿ ೐۽ݽ࣌ ോੌ զॿо ӓױ੸ੋ ҃਋ ١


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৽ଃ Ӓې೐ܳ ࠁݶ ੼ࢶীࢲ Ѩ੿ࢶਵ۽ ࠙ನо ৽ଃਵ۽ ੉زೣ ੷ ࠺ਊ

"DDVSBDZ 4BMFT 4UPDLPVUѐ੄ ,1* ҙܻ

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֤ޙ IUUQTXXXNJUFEV_ECFSUTJNQBQFST3PCVTU0QUJNJ[BUJPO3PCVTUBOEEBUB
ESJWFOPQUJNJ[BUJPO NPEFSOEFDJTJPONBLJOHVOEFSVODFSUBJOUZQEG
ਬౚ࠳ IUUQTXXXZPVUVCFDPNXBUDI WF2QV#7F$J2

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୐ ࣁ࣌ীࢲ ࠗ઒ೞ׮ ו՛ Ѫਸ ݽف ೧Ѿ೧ળ ࣁ࣌"XFTPNF
%FDJTJPO.BLJOHೞח җ੿ਸ ݈೧઱Ҋ .*1ޙઁ۽ ੿੄೧઱ח ࠗ࠙੉ જও਺
3PCVTU0QUJNJ[BUJPO੉ա 6ODFSUBJOUZী ؀೧ ҕࠗೞҊ ੓঻חؘ જ਷ ੗ӓ੉ غ঻਺

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<6CFS>
8FSVO XFJNQSPWF XFTDBMF
5IF9(#PPTU TUPSZBU6CFS

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8FSVO XFJNQSPWF XFTDBMF5IF9(#PPTU TUPSZBU6CFS

9(#PPTU੄ рۚೠ )JTUPSZী ؀೧ ߊ಴
ߊ಴੄੹߈੸ੋղਊ

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9(#PPTUח %FDJTJPO5SFF ױੌ 5SFFݽ؛੉ ড೧ࢲ ژ׮ܲ ݽ؛ਸ ݅ٞ
9(#PPTU௱ਃড

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߽۳ ୊ܻо оמೞҊ য়ߡೖ౴ী ъೠ நद ஘ച੸੐
੉੿ب݅ ࢸݺೞҊ ֤ޙ ݂௼ܳ ઱࣑਺
֤ޙ IUUQTXXXLEEPSHLEEQBQFSTGJMFTSGQDIFO"FNCQEG
9(#PPTU௱ਃড

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4QBSLBU6CFS4DBMF

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9(#PPTUBU6CFS4DBMF

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9(#PPTU4QBSL

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5FDICMPHIUUQTFOHVCFSDPNNJDIFMBOHFMP
6CFS੄ݠन۞׬೒ۖಬ޷ுۆ઄۽

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%BUB4DJFODFਊ 3 /PUFCPPLب 5FNQMBUFച ੜ ೧م
6CFS੄ݠन۞׬೒ۖಬm%BUB4DJFODF8PSLCFODI

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ؘ੉ఠ ӝ߈ ੄ࢎѾ੿ਸ ਤೠ ؘ੉ఠ ೒ۖಬ
6CFS੄ؘ੉ఠ೒ۖಬ

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6CFS੄ #VTJOFTT׮নೠ Ҕীࢲ 9(#PPTU ഝਊ ઺
6CFSীࢲ9(#PPTUܳഝਊೞח҃਋

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࢚ടী ٮۄ ࢎਊೞח ӝࣿ੉ ׮ܴ /PO%-࢚ടҗ %- ٩۞׬

6CFS੄ݽ؛ٜ

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6CFS#VTJOFTTী જ਺
ౠ൤ 5BCVMBS ؘ੉ఠী જ਺ Ѣ੄ ݽٚ CVTJOFTTEBUB

٩۞׬਷ ࠺੿ഋ ؘ੉ఠী જ਺
૒ҙ੸ਵ۽ द੘ೡ ࣻ ੓Ҋ Ѿҗܳ ࡈܻ ߉ਸ ࣻ ੓਺
ݽ؛ ౚ׬ب ए਑
"*ە ܻࢲ୛ ৯ ٩۞׬ਸ ࢎਊ೧ ߬੉झۄੋ 9(#PPTUࠁ׮ ա਷ ࢿמਸ ղ۰ݶ Ѣ੄ ׳੉
Ѧܽ׮
6CFSо9(#PPTUܳࢶఖೠ੉ਬ

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؀ਊ۝ झாੌਸ ழߡೞҊ 5SBJO*OGFSFODF౵੉೐ۄੋਸ ా೤ೞӝ ਤ೧
9(#PPTU4QBSLࢎਊ
9(#PPTU4QBSL

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4QBSLTUSFBNCBTFE JUFSBUPS
EBUB4USVDUVSF
9(#PPTU CBUDIPSJFOUFEEFTJHO
૊ 4QBSLח JUFSBUPSױਤ۽ ؘ੉ఠܳ ੍ਸ ࣻ ੓૑݅
9(#PPTUח ݽٚ 3PXо .FNPSZী ৢۄоঠ ೣ .FNPSZ*TTVF
4QBSL৬9(#PPTU੄ର੉۽ѻ਷ޙઁ

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4QBSLTUSFBNCBTFE JUFSBUPS
EBUB4USVDUVSF
9(#PPTU CBUDIPSJFOUFEEFTJHO
૊ 4QBSLח JUFSBUPSױਤ۽ ؘ੉ఠܳ ੍ਸ ࣻ ੓૑݅
9(#PPTUח ݽٚ 3PXо .FNPSZী ৢۄоঠ ೣ .FNPSZ*TTVF
9(#PPTUীࢲ NJOJCBUDIױਤ۽ -PBEೞҊ 1SFEJDU
4QBSL৬9(#PPTU੄ର੉۽ѻ਷ޙઁ

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9(#PPTU
9(#PPTUߡ੹߹ѐࢶࢎ೦

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9(#PPTU ࠙࢑ USFFHSPXJOHঌҊ્ܻਸ ѐߊ೧ ࣘب ѐࢶ
9(#PPTUߡ੹߹ѐࢶࢎ೦

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9(#PPTU4QBSLܳ ૑ࣘ੸ਵ۽ ѐߊ೧ 6CFSীࢶ ੷࠺ਊਵ۽ ੜ ഝਊೞҊ ੓਺
੿ܻ

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9(#PPTUਸ যڌѱ ࢎਊ೮ח૑ ঌҊ્ܻ ҙ੼җ ޙઁী ؀೧ ੉ঠӝ೧઴ Ѫਵ۽ ৘࢚೮ਵա
৮੹ ӝࣿ੸ੋ ࣁ࣌੉৓਺ ࠙࢑ ঌҊ્ܻਸ যڌѱ ૓೯ೞח૑ ١

6CFSীࢶ ؊ જ਷ ݠन۞׬ ജ҃ਸ ҳ୷ೞӝ ਤ೧ "QBDIF1.$ٜਸ ৔ੑ೧ࢲ ѐߊೞب۾
ೞח ݽण੉ જই ࠁ੐
਋ܻب 9(#PPTU -JHIU(#.ਸ ؊ ੜ ॶ ࣻ ੓ب۾ ੋ೐ۄ ҳ୷ೞݶ જਸ Ѫ э਺

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<6CFS>
'SPNSBXEBUBUPJOGPSNFE
JOUFMMJHFODF%FNPDSBUJ[JOH
%4BOE.-BU6CFS

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'SPNSBXEBUBUPJOGPSNFEJOUFMMJHFODF%FNPDSBUJ[JOH%4BOE.-BU6CFS

ؘ੉ఠ ೒ۖಬ ౱
ݺ੄ ࢎۈٜ੉ ഝਊ
औѱ ੋࢎ੉౟ܳ ঳ਸ ࣻ ੓ب۾
6CFS੄ؘ੉ఠ೒ۖಬ౱

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ৈ۞ѐ੄ ۨ੉য
4UPSBHF*OGSBTUSVDUVSF
࠺૑פझ प೷ .-ҳ࠙
%BUBFYQMPSBUJPO
2VFSZFOHJOF
,OPXMFEHFCBTF
࠺૑פझ ੋࢎ੉౟
%BTICPBSE
"MFSUJOH
.POJUPSJOH
6CFS੄ؘ੉ఠ೒ۖಬ

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੗زച৬.-੄઺ਃࢿਸੋधೞ૑݅য۰਑

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6CFS.-ഝਊ୊

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ఋѶਸ ࢖ਸ ٸ ੘ѱ द੘
*OWFOUPS઺ীࢲب
5FDIOJDBMVTFS0
.-&YQFSU0
&YQFSJNFOUBM1SPCMFN4PMWFS9
6CFSؘ੉ఠ೒ۖಬਸ୊਺ٜ݅ٸ ఋѶਵ۽࢖ও؍૘ױ

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ୡӝীח ঌҊ્ܻਸ ݽف ૑ਗೞ૑
ঋ਺
'FBUVSFUSBOTGPSNBUJPOਸ ೞӝী
ࠗ઒ೠ ಴അ۱
ݽ؛ ࢲࡂਵ۽ ੋೠ ࠂ੟ب ઓ੤
୐೒ۖಬ޷ுۆ઄۽

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ݽ؛ ౟ۨੋ ߓನࠗఠ ಌನݢझ ஏ੿ө૑ ೠ
೒ۖಬীࢲ ೡ ࣻ ੓ب۾ ૑ਗ
߈ࠂ੸ੋ ੘সਸ ࡅܰѱ ೡ ࣻ ੓ب۾
QSPUPUZQF WBMJEBUF SFDSFBUF
୐೒ۖಬ޷ுۆ઄۽

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فߣ૩೒ۖಬؘ੉ఠࢎ੉঱झਕ௼߮஖

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੹ࢎীࢲ ഝਊೞח ೒ۖಬ
فߣ૩೒ۖಬؘ੉ఠࢎ੉঱झਕ௼߮஖

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٘ۄ੉ߡ ࢚؀੸ ࣻੑ
بद ղ ࣻਃ উղ
ࣻ੊ਸ ֫ੌ ࣻ ੓ب۾
ਬۣ द੢ীࢲ ҕәਸ טܻחؘ
௾ ب਑੉ ؽ
ഝਊࢎ۹
ؘ੉ఠӝ߈ਵ۽٘ۄ੉ߡࢲನ౟

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਋ߡо ъઑ೮؍ Ѫ
ੋࢎ੉౟ܳ ੤ഝਊೞҊ
଺ח ࢎۈ਷ औѱ ଺Ҋ
੿ࠁח ҕਬೞӝ
ഝਊࢎ۹
૑ध߬੉झ

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GPMJVN )
૑ܻ ؘ੉ఠܳ ׮ܙ ٸ
݆੉ ॳח ۄ੉࠳۞ܻ
ഝਊࢎ۹
૑ध߬੉झ

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ҕҕ ؘ੉ఠ दпച ৘द
॑஠ఋ׮ীࢲبੜࢎਊೞҊ੓਺

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ഥࢎ ࢿ੢ೞח ױ҅ী ٮۄ ೙ਃ۽ ೞח Ѫ੉ ׮ܳబؘ
਋ߡ ࢎ੉ૉо غݶ ੉۠ ೒ۖಬਸ ૒੽ ݅٘חҳա ו՝
ؘ੉ఠо ઑ૒ীࢲ ೙ࣻ੸ਵ۽ ഝਊغݶࢲ
ݽٚ ૒ҵ ࢎۈٜ੉ औѱ ॶ ࣻ ੓ب۾ ജ҃੉ ݃۲غח ୶ࣁੋ Ѫ э਺
॑஠ա 7$/$ীࢶ Ԩ ؘ੉ఠܳ ੜ ഝਊೞҊ ੓ח Ѫ э਺

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<&YQMBJOBCMF"*>
"QSBDUJDBMHVJEFUPBMHPSJUINJD
CJBTBOEFYQMBJOBCJMJUZJO
NBDIJOFMFBSOJOH

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"QSBDUJDBMHVJEFUPBMHPSJUINJDCJBTBOEFYQMBJOBCJMJUZJONBDIJOFMFBSOJOH

ੌ߈੸ੋ.-XPSLGMPX
ؘ੉ఠ ࣻ૘ ߂ ࠙ࢳ ݽ؛ ѐߊ
ߓನ

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୶ୌبࢲ

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ؘ੉ఠܳ ఐ࢝ೞҊ
ݠन۞׬೐۽ં౟൒ܴ

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౟ۨੋ పझ౟ ࣇਸ ա־Ҋ

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ݽ؛ ೟णೞҊ

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੿ഛب ੋ ݽ؛ਸ ٜ݅Ҋ ೐۞؋࣌ਵ۽

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੿ഛب ੋ ݽ؛ਸ ٜ݅Ҋ ೐۞؋࣌ਵ۽
ߊࢤೡࣻ੓חޙઁٜ ੋઙࢿର߹੉ߊࢤೡࣻ੓਺

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ߊࢤೡࣻ੓חޙઁٜ ౟ۨੋࣇ੄੿ഛبపझ౟ࣇ੄੿ഛب

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౟ۨੋࣇҗ ೐۽؋࣌ ജ҃ীࢲ 'FBUVSF ࠙ನо ׮ܳ ࣻ ੓਺
ਗੋ

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ಞೱਸ ઴੉ח Ѫҗ ݽ؛੄ ੄ࢎѾ੿ী ؀ೠ ࢸݺ੉ ਃҳغҊ ੓਺
#JBTҙ۲ਃҳࢎ೦

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୭Ӕ ౟۪٘۽ ਬۣীࢲח "*ਮܻо ߨઁചо غয оҊ ੓਺
"*ਮܻ
ѐੋ੿ࠁࠁഐܳ ਤ೧ द੘غ঻؍ ߨܫ
੉ઁ ୶о੸ੋ ਃҳܳ ೞӝ द੘೮חؘ ݽ؛੉ ೠ
੄ࢎѾ੿ਸ ࢸݺೞب۾ ਃҳ ৘द ؀୹बࢎ

ೠҴ੄ ѐੋ੿ࠁࠁഐߨҗ ਬࢎ
ъઁࢿ਷ হ૑݅ о੉٘ۄੋਸ ઁ੿
%JWFSTJUZ OPOEJTDSJNJOBUJPOBOE
GBJSOFTTର߹ হח ҕ੿ࢿ
5FDIOJDBM3PCVTUOFTTBOETBGFUZ
GBMMCBDL೒ے ݃۲ ੤അ оמ

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੄ࢎѾ੿ী؀ೠӂܻݺद
ਬۣਤਗഥ &VSPQFBO$PNNJTTJPO
ח "*੄
੗زചػ ੄ࢎѾ੿ী ؀೧ ࢸݺ߉ਸ ࣻ ੓ח ѐੋ੄ ӂܻܳ ݺद

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&UIJDBM"*
ߊ಴੗о ࣘೠ &UIJDBM"*ۄח ઑ૒ীࢲח п ױ҅ী ೙ਃೠ য়೑ࣗझܳ ѐߊ ઺
ؘ੉ఠ ࣻ૘ ߂ ࠙ࢳ ݽ؛ ѐߊ
ߓನ

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ؘ੉ఠ࠙ࢳױ҅ 9"*

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ؘ੉ఠ࠙ࢳױ҅ 9"*

%BUBJNCBMBODFࠁ੿

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ؘ੉ఠ࠙ࢳױ҅ 9"*

୶о੸ਵ۽ ղ੤ػ ର߹ ਃࣗب ઁѢ೧ঠೣ

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ݽ؛ѐߊ߂ಣоױ҅ "-*#*

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#MBDLCPY
ղࠗ ঌҊ્ܻਸ о૑Ҋ ݽ؛ਸ
ࢸݺೞ۰ח Ѫ੉ ইש
ੋು੄ ઑ೤ী ٮܲ ইਓುਸ о૑Ҋ
ݽ؛ਸ ࢸݺ
POMZੋುҗ ইਓು

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"ODIPST

-*.&
੄ োҳ౱੉ ੉যࢲ ѐߊ
ౠ੿ ೖ୛ܳ Ҋ੿ೞҊ ׮ܲ ೖ୛ٜী ߸ചܳ ઻ب
৘ஏч੉ Ҋ੿੉ۄݶ Ӓ ೖ୛ח "ODIPS
ੋುҗ ইਓು݅ о૑Ҋ "ODIPSܳ ঌইղӝ
ٸޙী UBCVMBS UFYU JNBHFTী ݽف ࢎਊоמ
"ODIPSܳ ҅࢑ೞח ߑध #FBNTFBSDI ."#j

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"ODIPST

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"ODIPST੄ױ੼
*OTUBODFо EFDJTJPOCPVOEBSZী ੓׮ח ࢎप ৻ী ݽ؛ ੹୓ী ؀ೠ ੋࢎ੉౟ܳ ઱૑ ޅೣ
য়൤۰ ੉۠ ҃਋ -*.&੉ ੌ߈ച HFOFSBMJ[F
ೞӝীח ए਍ ࢸݺ ૑धਸ ષ

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$PVOUFSGBDUVBM

0YGPSEীࢲ োҳػ ӝߨ
খীࢲ ݈ॹ٘ܽ (%13 ਬۣো೤ ੌ߈ ؘ੉ఠ ࠁഐ ӏ஗
ࠗఠ োҳо द੘
%BUBFUIJDJTU$PNQVUFSTDJFOUJTU-BXZFS
֤ޙ੄ द੘ࠗఠ ա১

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$PVOUFSGBDUVBM

֤ޙ ݻ ҳ੺ ਺޷

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$PVOUFSGBDUVBM

૒ҙ੸ੋ ࢸݺ
JOQVUWBSJBCMFTܳ оמೠ ୭ࣗೠ੄ ߸ചܳ ઻ࢲ "ীࢲ #ۄח ৘ஏчਸ
঳ח ߑߨਸ ࢸݺೞח Ѫ
UIFDMPTFTUQPTTJCMFXPSME
਷೯ীࢲ ؀୹ਸ Ѣ੺׼೮׮ݶ
Ҋё਷ ࢚׸ࢎীѱ Ѣ੺׼ೠ ࢎਬܳ ޛযࠅ Ѫ

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.-ҙ۲೧ࢲ о੢ ௾ ઱ઁח فо૑ ৓਺
যڌѱ ݽ؛੄ Ѿ੿ਸ ࢸݺೞҊ
9"*3FHVMBUJPO #JBT &YQMBJOBCJMJUZ -*.& 4)"1j
যڌѱ ಞܻೞѱ ਍৔ೡ Ѫੋо
.-PQT ,VCFGMPX .-GMPX "NB[PO4BHFNBLFS ($1j
࢜۽਍ ݽ؛ ѐߊ ݽ؛ ഝਊ ஏݶ
"*ܳ ഝਊೞӝ ਤ೧ࢲ Ҵо ରਗীࢲ о੉٘ۄੋਸ ݃۲ೞח ݽण੉ ੋ࢚੸

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<&YQMBJOBCMF"*>
6OJGJFEUPPMJOHGPSNBDIJOF
MFBSOJOHJOUFSQSFUBCJMJUZ
.JDSPTPGU

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6OJGJFEUPPMJOHGPSNBDIJOFMFBSOJOHJOUFSQSFUBCJMJUZ

*OUFSQSFU.-
*OUFSQSFU.-ਸ ਤೠ ߹ب੄ ౱ਸ ਍৔ ઺
(". (FOFSBMJ[FE"EEJUJWF.PEFM
#PPTUJOH&YQMBJOBCMF#PPTUJOH.BDIJOF .

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6OJGJFEUPPMJOHGPSNBDIJOFMFBSOJOHJOUFSQSFUBCJMJUZ

*OUFSQSFU.-

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୹੢ റӝ

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୹੢റӝ
<஠ੌ >
(MPCBMझாੌ۽ оب ਋ܻо ୽࠙൤ ੜೞҊ
੓Ҋ ؊ ੜೡ ࣻ ੓׮Ҋ ࢤп
0QUJNJ[BUJPO ,VCFSOFUFT .-0QT $BVTBM
*OGFSFODF (SBQI١੉ ੋ࢚Ө঻਺
<ਮ >
য়೑ࣗझ ࢤక҅о ݒ਋ ഝߊ೧ࢲ ଵৈೞҊ
र਷ ҙब੉ ࢤӣ
௿ۄ਋٘ী ؀ೠ ҙब੉ ݆ই઎Ҋ ੜ ࢎਊೡ
҃਋ ষ୒դ ಌನݢझܳ о૕ ࣻ ੓਺
஠ੌ݅ ($1ॳח ઴ ঌওחؘ Ӗ۽ߥೞѱ Ԩ
ॵ׮

ஶಌ۠झо ௾ ӝস݅ য়ח Ѫ ୊ۢ ࠁ੉૑݅
ࠗझоࠁפ झఋ౟স ઺ࣗӝস ઁಿب ݆ওҊ
नӝೣ "84ب ৘੹ী ੘਷ ࠗझীࢲ द੘೮׮Ҋ
ೣ

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ଵҊ ੗ܐ

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ଵҊ੗ܐ
0sSFJMMZ4USBUB%BUB$POGFSFODF৔࢚ ࠁח ߑߨ
IUUQTMFBSOJOHPSFJMMZDPN оੑೠ റ ୐ ׳ ޖܐ
द୒ оמӒ۞ա ҳة ࠺ਊ੉ Ԩ աх
0sSFJMMZ4USBUB%BUB$POGFSFODFߊ಴ ੗ܐ
IUUQTDPOGFSFODFTPSFJMMZDPNTUSBUBTUSBUBOZQVCMJDTDIFEVMFQSPDFFEJOHT
ݽف ৢۄয়૓ ঋও૑݅ ଵҊೞݶ જ਺

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ઁ઱ౠ߹੗஖ب ઁ઱द ো޷ӡ
5ţ '
ࢲ਎ౠ߹द ࢿزҳ ࢚ਗӡ க ࢲ਎आ"ఋਕ

5ţ '
XXXTPDBSLS
хࢎ೤פ׮

॑஠ ଻ਊೞҊ ੓णפ׮
SFDSVJU!TPDBSLS

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O'reilly Strata Data Conference New York 2019 후기

O'reilly Strata Data Conference New York 2019 후기

SOCAR

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