Artificial Intelligence
Building intelligent machines that complement human reasoning and extend what people can do.
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Neural Phrase-based Machine Translation
Neural Phrase-based Machine Translation (NPMT) explicitly models the phrase structures in output sequences using Sleep-WAke Networks (SWAN), a recently proposed segmentation-based sequence modeling method. To mitigate the monotonic alignment requirement of SWAN, we introduce a…
Microsoft Research 블로그
Microsoft extends AirSim to include autonomous car research
Earlier this year, we open-sourced a research project called AirSim, a high-fidelity system for testing the safety of artificial intelligence systems. AirSim provides realistic environments, vehicle dynamics and sensing for research into how autonomous vehicles…
동영상
AirSim Car Demo
AirSim is a simulator for drones and cars built on Unreal Engine. Its open source, cross platform and supports hardware-in-loop with popular platforms such as PixHawk for physically and visually realistic simulations. It is developed…
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Reinforcement Learning for Quadrotor Using AirSim
Example of reinforcement learning with quadrotors using AirSim and CNTK by Ashish Kapoor
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Reinforcement Learning for Car Using AirSim
Example of reinforcement learning with quadrotors using AirSim and CNTK by Ashish Kapoor.
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LightGBM
Gradient Boosting Decision Tree (GBDT) is a popular machine learning algorithm, and has quite a few effective implementations. Although many engineering optimizations have been adopted in these implementations, the efficiency and scalability are still unsatisfactory…