PPT-Continuous Control with Prioritized Experience Replay

GnaRLy Joseph Simonian Daniel Sochor Problem Statement Deep QNetworks are effective in a variety of highdimensional observation spaces as evidenced by performance on a variety of tasks such as Atari. Jeffrey . knapp. 8/6/14. Introduction. Why is it valuable. How to achieve. What to consider. Why? - Value. To the end client. Rapid delivery, less time from idea to production. To the company. Less software inventory. in a Managed Language Virtual Machine. Michael . Bond. Milind. Kulkarni. Man . Cao. Meisam. . Fathi. . Salmi. Jipeng. Huang. Purdue. Microsoft. Ohio State. 1. Nondeterminism is problematic. Reproduce and Debug. Shankar Raman. Balaji Venkat. Gaurav Raina. Outline. MPLS VPN Security Issues. Router Configuration. Secure Control Plane Exchange. Label hopping applied to data plane. Tic-Toc based Scheme. Control plane algorithms for PEne. App Testing. Test the app for . performance problems . crashes. Testing app in the cloud. Upload app to a service. App is automatically executed in the cloud. Emulating different inputs and conditions. via . Data Flow Cut. Microsoft Research Asia. Ming Wu. , Haoxiang Lin, Xuezheng Liu, Zhenyu Guo, Huayang Guo, Lidong Zhou, Zheng Zhang. MIT. Fan Long, Xi Wang, . Zhilei. . Xu. Outline. Motivation. Observation. Yongjian. . Hu . Tanzirul. . Azim. . Iulian. . Neamtiu. Replay GPS trace. Debug . Shazam. Debug Barcode Scanner. Record-and-replay is. u. seful . in a variety of. Android development . in a Managed Language Virtual Machine. Michael . Bond. Milind. Kulkarni. Man . Cao. Meisam. . Fathi. . Salmi. Jipeng. Huang. Purdue. Microsoft. Ohio State. 1. Nondeterminism is problematic. Reproduce and Debug. Are We There Yet in Industrial Cases?. Wing . Lam. . Zhengkai. Wu. . Dengfeng. Li. . Wenyu. Wang. . Tao . Xie. University of Illinois at Urbana-Champaign, USA. Haibing. . Zheng. . Hui Luo. Shankar Raman. Balaji Venkat. Gaurav Raina. Outline. MPLS VPN Security Issues. Router Configuration. Secure Control Plane Exchange. Label hopping applied to data plane. Tic-Toc based Scheme. Control plane algorithms for PEne. 66 (Custom Lumen Output) allows for end user consumption for certain models. Consult factory for details.Dimming Dimming is available with a variety of control protocols and options. Consult factory f 62for detailsDimming Lens and Louverdiffusion FBLSS Flat Blade Louver Semi-the chance of breaking Performance OpticsIntellect Enabled Optional Controls dimming occupancy/ vacancy sensing multi-zone da HIGHLIGHTS an option for a 2 FEATURES 149FirstFault Diagnostics FFD the initial failure stores it in memory andalerts the enduser via a single bright LED149149FFD monitors battery charge low oil press Deep Q-learning. Instructor: Guni Sharon. 1. CSCE-689, Reinforcement Learning. Stateless decision process. Markov decision process. Solving MDPs (offline). Dynamic programming . Monte-Carlo. Temporal difference. Data Flow Cut. Microsoft Research Asia. Ming Wu. , Haoxiang Lin, Xuezheng Liu, Zhenyu Guo, Huayang Guo, Lidong Zhou, Zheng Zhang. MIT. Fan Long, Xi Wang, . Zhilei. . Xu. Outline. Motivation. Observation.