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OpenTalks.AI - Сергей Свиридов, RL - обзор текущего применения в бизнесе

Ad8ae7af280edaecb09bd73a551b5e5f?s=47 OpenTalks.AI
February 21, 2020

OpenTalks.AI - Сергей Свиридов, RL - обзор текущего применения в бизнесе

Ad8ae7af280edaecb09bd73a551b5e5f?s=128

OpenTalks.AI

February 21, 2020
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  1. Reinforcement Learning: Business Applications

  2. | 2 Sergey Sviridov Head of R&D @ Zyfra Lecturer

    @ HSE Co-founder @ OpenDataScience Email: sergey.sviridov@zyfra.com Telegram: @sergeysviridov
  3. | 3 Reinforcement Learning

  4. | 4 Reinforcement Learning is hard

  5. | 5 Data Center Cooling https:/ /www.technologyreview.com/s/611902/google-just-gave-control-over-data-center-cooling-to-an-ai/ 40 % energy

    savings Recommendations to operator at first, now controlled by algorithm
  6. | 6 Warehouse Automation https:/ /www.nytimes.com/2020/01/29/technology/warehouse-robot.html Pick up rate went

    from 10% and 15% to around 95% of Obeta’s product range
  7. | 7 Social Network Engagement and Experience https:/ /www.nytimes.com/2020/01/29/technology/warehouse-robot.html •

    Sending notifications • Improving M suggestions in Messenger • Optimizing streaming video bit rates
  8. | 8 Personalization for everyone https:/ /azure.microsoft.com/en-us/services/cognitive-services/personalizer/ • Used in

    various Microsoft Services • Now available as Azure Personalizer Service
  9. | 9 Trading (unexpected!) https:/ /www.businessinsider.com/jpmorgan-takes-ai-use-to-the-next-level-2017-8 https:/ /www.slideshare.net/Quantopian/active-learning-in-trading-algorithms-by- david-fellah-head-of-the-emea-linear-quant-research-group-at-jp-morgan •

    Optimize trades execution
  10. | 10 Optimize siphonic roof drainage system https:/ /jaxenter.com/reinforcement-learning-2-161473.html •

    ~94% of building can be equipped using heuristics and machine learning • The rest is a challenge and lucrative contacts
  11. | 11 Ride-hailing Order Dispatching https:/ /www.youtube.com/watch?v=1jF41-RHVq8 • Demand and

    supply is stochastic • Need to match on-the- fly • Optimize for total driver income, fulfillment rate, response rate, pick-up distance
  12. | 12 And a lot more • Machine translation •

    Text summarization • Recommendation systems • Collection process • Networks optimization • Web-crowling • Neural Architecture Search • etc.
  13. | 13 Drop us a message 00240, Helsinki Pasilankatu 2

    +358 942 72 50 25 info@zyfra.com Zyfra.com Zyfra.ai Mdc-plus.com Zyframining.com Moscow, Russia 119071, Leninskyi avenue, 15А +7 (495) 665-91-31 Almaty, Kazakhstan 050060, Al-Farabi avenue, 99, office 50 +7 (727) 229-69-60 Lima, Peru Av. Primavera, № 607, Int. 501 Chacarilla del Estanque, San Borja +51 (01) 680 2609 add. 01 Casablanca, Morocco 140 Boulevard Zerktouni +212 5 22 42 17 44 Mumbai, India +91 98192 33759