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コストをかけずに機械学習の環境を整える&学習環境(人間の)
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Masaya Nasu
February 04, 2017
Technology
1.8k
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コストをかけずに機械学習の環境を整える&学習環境(人間の)
オタク機械学習勉強会#1 にて環境構築の話をしました。
https://otakuml.connpass.com/event/45936/
Masaya Nasu
February 04, 2017
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Transcript
ίετΛ͔͚ͣʹػց ֶशͷڥΛ͑Δ& ֶशڥʢਓؒͷʣ @nasum
ࣗݾհ • nasum github.com/nasum twitter.com/tomato360 • ීஈRailsͱ͔JSΛॻ͍ͯ·͢ • Pythonॳ৺ऀ •
ࣜΛݟͯͦͬͱ͢͡ΔλΠϓ
ΦλΫͬΆ͍ ֶͼ͡Ίͨಈػ
None
None
None
͜Εͱಉ͜͡ͱΛΓ͍ͨ Ҏ্
ڥߏஙͷ
͏AWSΛ͓͏
AWSͰڥߏங
Πϯελϯε্Ͱڥઃఆ • CUDA࠷ॳ͔Βೖ͍ͬͯΔ • cuDNNscpͰೖΕΔ • anacondaʢpythonʣΛೖΕΔ • pip install
chainer etc…
ΧελϜAMIΛ࡞ • ඞཁͳઃఆΛऴ͑ͨΒAMIΛ࡞ • ڥ͕ͬͨΠϯελϯεָ͕ʹ࡞ΕΔ • AMIͷҡ࣋ͦΕ΄Ͳ͔͔Βͳ͍ʢͣ
ΧελϜAMIΛ࡞
୯७ܭࢉ • g2.2xlarg $0.9/h ฏ3࣌ؒษڧ͢Δͱͯ͠ $0.9 × 3h × 30days
= $81 $81 × ¥112(2/4 2:30࣌) = ¥9,130 Ոܭ͕յΕΔ΄ͲͰͳ͍ʢͨͿΜ εϙοτΠϯελϯεͳΒͬͱ҆͘ग़དྷΔ 2/4 2:30 ࣌Ͱ $0.25 ͰམࡳͰ͖ͨ ¥2,520 Ͱग़དྷΔ͔ʁ
ଞͷΫϥυαʔϏε • GCPʢGPUʣ • ·ͩఏڙ͞Ε͍ͯͳ͍ʁ • ͖ͬ͞ݟͨΒHP͕ຊޠԽ͞ΕͯͨɻͦΖͦΖʁ • ͘͞ΒΠϯλʔωοτʢߴՐྗʣ •
τϥΠΞϧਃ͢Ε͑Δ • 2017/3~ 1࣌ؒ ¥267~ • Azure • NγϦʔζͱ͍͏ͷ͕͑ΔΒ͍͠
PCΛߪೖ͢Δ߹
શࣗ࡞ • Corei5Ͱे ࠷ۙͷάϥϘͷੑೳʹӨڹ͠ͳ͍Β͍͠ • GTX 1080 ͷ 8GBཉ͍͠ •
·ͨ GTX 1070 ͷ 8GB झຯϨϕϧͰ͑ΔͳΒ͜Εʁ • ϝϞϦ16GBཉ͍͠ • ͋ͱੵΊΔMBͱέʔεɺిݯͷ༰ྔΛબͿ • େମ 15ສ͘Β͍ɹอূͳ͠ʂ
BTO • υεύϥɹGALLERIA ZG http://www.dospara.co.jp/5shopping/detail_prime.php? tg=13&tc=652&ft=&mc=6440&sn=0&tb=2 ¥ 219,980 ߴ͍ʂ •
ύιίϯɹStl-R017-i5-VN https://www.pc-koubou.jp/products/detail.php?product_id=584926 ¥ 128,980 ͍҆ʂ • DeepMotionɹDEEPstation DK-1000 https://deepstation.jp/order/?Basic ¥ 183,333 (Academic Edition) ¥ 237,000 (Basic Edition)
·ͱΊ • ϋʔυϧ͍ͷAWS ʢͨͩͪ͠ΌΜͱΠϯελϯεফͦ͏ • खݩͰ͍Ζ͍ΖΓ͚ͨΕࣗ࡞ͱ͔BTO ݸਓతʹBTOͷ΄͏͕҆৺Ͱ͍͍͔ͳ
ֶशڥʢਓؒʣͷ
jupyter notebook
ϝϦσϝ • ϝϦοτ • ͙݁͢ՌΛΈΕΔʢ͕͕͠͠ॻ͖͍͢ • GithubͰ͍͍ײ͡ʹදࣔͯ͘͠ΕΔ • σϝϦοτ •
pipͱ͔sshͯ͠Βͳ͍ͱ͍͚ͳ͍ • ิ͕ޮ͔ͳ͍
Ҏ্ʂʂ