Chainer ॳֶऀ޲͚ϋϯζΦϯ
 chug (Chainer User Group) wifi: NTTCom-Guest-28F twitterͷϋογϡλά͸ #chug_jp Ͱ͓ئ͍͠·͢ɻ AzureΞΧ΢ϯτ࡞੒·ͩͷํ͸։࢝લʹ࡞੒͓ئ͍͠·͢ɻ ࣭໰͸ɺSlack chainer-jp ͷ #chainer-handson-ms Ͱɻ ొ࿥͕·ͩͷํ͸ɺhttps://bit.ly/chainer-jp-slack 

ࣗݾ঺հ !2 • കᖒ ܚհ (14ষ୲౰) • ۚ༥Ϛʔέοτ༧ଌϞσϧͷݚڀ։ൃ @AlpacaJapan • Chainer Evangelist ˏPreferred Networks • ࠷্ོ࢙ (15ষ୲౰) • ΢ϧγεςϜζגࣜձࣾͰʮઌ୺ٕज़ΛϏδωεʯʹ͢Δݚڀ։ൃΛ਱ߦɻը૾ ॲཧɺARɺਂ૚ֶशɺڧԽֶशΛૢΔɻScrumMaster޲͚ͷ׆ಈ΍arxiv࿦จΛ ಡΉ׆ಈ΋ల։தɻৗʹChainerΛ࢖ͬͯkaggle΍SIGNATEͰٕज़Λຏ͘ɻ • ஑಺߁थ (16ষ୲౰) • גओձࣾACCESSͷCo-CTOɻීஈ͸IoT԰Λ͢Δ๣ΒɺChainerͰ༡ΜͰ·͢ɻ 

Agenda 1. Chainer/CuPyͷ঺հ 2. ຊ೔ͷϋϯζΦϯͷ಺༰ !3 

Chainer/CuPyͷ঺հ !4 

Chainer • Chainerͱ͸ (http://chainer.org/) • Preferred Networks੡Deep LearningϑϨʔϜϫʔΫ !5 

Chainer !6 • Googleࣾ੡TensorFlowͳͲͷಉྨ 

CuPy !7 Chainerʹ͓͚ΔGPUܭࢉΛશͯ୲౰͢ΔϥΠϒϥϦ͕ಠཱ NumPyޓ׵APIͰ௿ίετʹCPUίʔυΛGPU΁Ҡߦ ಛҟ஋෼ղͳͲͷઢܗ୅਺ΞϧΰϦζϜΛGPU࣮ߦ KMeans, Gaussian Mixture ModelͳͲͷExampleͷॆ࣮ import numpy as np x = np.random.rand(10) W = np.random.rand(10, 5) y = np.dot(x, W) import cupy as cp x = cp.random.rand(10) W = cp.random.rand(10, 5) y = cp.dot(x, W) GPU https://github.com/cupy/cupy 

֦େ͢ΔChainerϑΝϛϦʔ !8 Chainer UI Chainer Chemistry ڧԽֶश ը૾ೝࣝ ՄࢹԽ άϥϑߏ଄ େن໛෼ࢄ Menoh ਪ࿦ಛԽ 

࠷ۙͷͰ͖͝ͱ(1): Chainer Tutorials ͷެ։ • Chainer͚ͩͰͳ͘ɺ਺ֶ΍PythonͷجૅʙػցֶशɾσΟʔϓϥʔ χϯάͷجૅɾίʔσΟϯάɾԠ༻·Ͱ෯޿͘ղઆɻ • શষΛColab্Ͱ࣮ߦՄೳͳJupyterϊʔτϒοΫͱͯ͠഑෍த !9 https://tutorials.chainer.org/ja/ 

࠷ۙͷͰ͖͝ͱ(2): ChainerX ެ։ • ࣗಈඍ෼ՄೳͳNumPy-likeͳ ndarrayΛC++Ͱ࣮૷͢Δ͜ͱ ʹΑΓҎԼΛୡ੒ ● ߴ଎Խ ● ଟ༷ͳσόΠεʹରԠ ● pythonҎ֎ͷݴޠͰdeploy Մೳ !10 

ຊ೔ͷϋϯζΦϯͷ಺༰ !11 

ࠓճͷ಺༰ !12 • ChainerΛ࢖ͬͨσΟʔϓϥʔχϯάೖ໳ίϯςϯπʮChainer νϡ ʔτϦΞϧʯ͕ެ։͞Ε·ͨ͠ɻࠓճ͸ɺͦͷҰ෦ίϯςϯπΛར ༻͠ɺChainerΛ࢖ͬͯσΟʔϓϥʔχϯάΛମݧ͍ͯͨͩ͘͜͠ͱ Λ໨తͱ͍ͯ͠·͢ɻ • 14ষɿChainer ͷجૅ • 15ষɿChainer ͷԠ༻ • 16ষɿτϨʔφͱΤΫεςϯγϣϯ • https://notebooks.azure.com/kumezawa/projects/tutorials 

GPUΛ࢖ͬͯಈ͔͢ʹ͸ʁ !13 • ຊ೔ͷϋϯζΦϯ͸CPU؀ڥͰߦ͍·͕ͨ͠ɺ࢖༻ྉۚ͑͞ࢧ෷͑ ͹GPUͰಈ͔͢͜ͱ΋ՄೳͰ͢ɻGPUͰಈ͔ͨ͠৔߹͸ҎԼΛࢀর ͍ͩ͘͞ɻ • ChainerRLͱAzure NotebooksΛ͔ͭͬͯɺMinecraftͰਂ૚ڧԽ ֶश ϋϯζΦϯ http://bit.ly/2Zfq8tL 

chug (Chainer User Group)ͷ঺հ !14 

Chainer User Groupͷ঺հ • Slack chainer-jp https://bit.ly/join-chainer-jp-slack • Twitter @chug_jp • ׆ಈ಺༰ • MeetupɾϋϯζΦϯͷ։࠵ • Chainerʹؔ͢Δ৘ใɾυΩϡϝϯτͷ֦ॆ • Web νϡʔτϦΞϧͷ࡞੒ • Ұॹʹ׆ಈͰ͖ΔํΛืू͍ͯ͠·͢ʂ
 Slack #chug-jp-management ʹੋඇ !15 

Ξϯέʔτ http://bit.ly/chainer-handson-20190608 

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