AI Big Data ML Compute Density Deep Neural

Три ведущих фактора развития AI последних лет Доступность Big Data Новые алгоритмы ML Compute Density Deep Neural Networks Generative models and Network of Networks Multi-core GPU FPGA Facebook -350 mln images/day Walmart – 2. 5 Petabyte data from customers/hour You. Tube – 100 hours of video uploading/minute Artezio, 2017 3

Artezio, 2017 5

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Примеры того, что AI уже делает лучше человека • Speech and natural language processing • Face Recognition • Image Classification, object detection • Car Driving • Playing complex games (Alpha Go) • Control strategies (Control engineering) https: //medium. com/on-coding/the-state-of-ai-9 aae 385 c 2038 Artezio, 2017 7

Generative Adversarial Networks https: //hackernoon. com/how-do-gans-intuitively-work-2 dda 07 f 247 a 1 https: //github. com/znxlwm/pytorch-generative-model-collections

Neural Networks Reinforcement Learning https: //medium. com/emergent-future/simple-reinforcementlearning-with-tensorflow-part-0 -q-learning-with-tables-and-neuralnetworks-d 195264329 d 0 https: //medium. com/machine-learning-for-humans/reinforcementlearning-6 eacf 258 b 265 https: //buzzrobot. com/5 -ways-to-get-started-with-reinforcementlearning-b 96 d 1989 c 575

Siamese Networks • https: //hackernoon. com/one-shot-learning-with-siamese-networks-in -pytorch-8 ddaab 10340 e • https: //hackernoon. com/facial-similarity-with-siamese-networks-inpytorch-9642 aa 9 db 2 f 7

Neural Machine Translation https: //medium. com/@Synced/history-and-frontier-of-the-neuralmachine-translation-dc 981 d 25422 d https: //itnext. io/the-ongoing-neural-machine-translationmomentum-a 1 d 18 c 1 fed 1 b https: //medium. com/center-for-data-science/say-hello-literally-tonematus-a-new-toolkit-for-neural-machine-translation 325 b 1 d 6 f 810 c https: //research. googleblog. com/2016/11/zero-shot-translationwith-googles. html https: //blog. statsbot. co/machine-learning-translation-96 f 0 ed 8 f 19 e 4

NLU Transformer • https: //research. googleblog. com/2017/08/transformer-novel-neuralnetwork. html? utm_campaign=Revue%20 newsletter&utm_medium= Newsletter&utm_source=Deep%20 Learning%20 Weekly

Implementation Ubuntu 16. 04 Python 3. 5 Jupyter Notebook Platform