智能硬件与智能系统
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目录
版权申明
CC BY-NC-SA
教学团队
助教：郑文勋 王晗
教学背景
随着计算机应用的日益普及和计算机网络的快速发展，互联网+的社会经济浪潮日益显现，以互联网连接的物理硬件系统和以大数据云计算为基础的信息系统，使得具有智能的机器人、自动驾驶的无人机等等智能系统成为新的技术发展浪潮，并催生了“智能硬件”的新生态。
课程内容
云＋端
智能端
移动设备：Android / iOS
嵌入式设备：Raspberry Pi 2 / Arduino
可穿戴式硬件：手环 / Apple Watch
嵌入式开发平台
NVIDIA JETSON TK1
Raspberry Pi
云计算与大数据
数据中心
Google公司拥有分布全球的十几个数据中心，上百万台机器的集群计算，具体数目是保密数字
- L.A. Barroso, J. Clidaras, and U. Holzle, The Datacenter as a Computer: An Introduction to the Design of Warehouse-Scale Machines, 2nd ed., 2013.
云计算平台
- Fox, Armando, et al. "Above the clouds: A Berkeley view of cloud computing." Dept. Electrical Eng. and Comput. Sciences, University of California, Berkeley, Rep. UCB/EECS 28 (2009): 13.
大数据平台
- Jeffrey Dean and Sanjay Ghemawat, MapReduce: Simplified Data Processing on Large Clusters, OSDI 2004.
- Chang F, Dean J, Ghemawat S, et al. Bigtable: A distributed storage system for structured data. OSDI 2006.
- Yang, Fangjin, et al. "Druid: a real-time analytical data store." ACM sigmod, 2014.
机器学习
- Jeffrey Dean et al. "Large scale distributed deep networks." Advances in Neural Information Processing Systems. 2012.
智能系统
项目分组
作业1
Install TensorFlow Mobile in HUAWEI Kylin 930
课程研究
课程项目
致谢
本课程获得微软Azure云计算与机器学习捐赠支持。
感谢微软公司 杨滔经理，章艳经理，刘士君工程师，闫伟工程师。
参考文献
- Stuart Russell and Peter Norvig, Artificial Intelligence: A modern approach. Prentice-Hall, 2005.
- Ferrucci, David A. "Introduction to “this is watson”." IBM Journal of Research and Development 56.3.4 (2012): 1-1.
- Bradski, Gary, and Adrian Kaehler. Learning OpenCV: Computer vision with the OpenCV library. O'Reilly Media, Inc., 2008.
- Hauswald, Johann, et al. "Sirius: An open end-to-end voice and vision personal assistant and its implications for future warehouse scale computers." ASPLOS, ACM, 2015.
- Spectrogram, https://en.wikipedia.org/wiki/Spectrogram
- TensorFlow, https://www.tensorflow.org
