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

Transcript

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.
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