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Deep Learning（深度学习）学习笔记整理系列之（一）

2017-05-29 微天使 Deep Learning（深度学习）学

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Deep Learning（深度学习）学习笔记整理系列之（一）

作者：Zouxyversion 1.0  2013-04-08 声明：1）该Deep Learning的学习系列是整理自网上很大牛和机器学习专家所无私奉献的资料的。具体引用的资料请看参考文献。具体的版本声明也参考原文献。2）本文仅供学术交流，非商用。所以每一部分具体的参考资料并没有详细对应。如果某部分不小心侵犯了大家的利益，还望海涵，并联系博主删除。3）本人才疏学浅，整理总结的时候难免出错，还望各位前辈不吝指正，谢谢。4）阅读本文需要机器学习、计算机视觉、神经网络等等基础（如果没有也没关系了，没有就看看，能不能看懂，呵呵）。5）此属于第一版本，若有错误，还需继续修正与增删。还望大家多多指点。大家都共享一点点，一起为祖国科研的推进添砖加瓦（呵呵，好高尚的目标啊）。请联系：zouxy09@qq.com 目录：一、概述二、背景三、人脑视觉机理四、关于特征       4.1、特征表示的粒度       4.2、初级（浅层）特征表示 &

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  1. [GetPortalCommentsPageByObjectIdResponse(id=1624574, encodeId=aaf116245e40d, content=<a href='/topic/show?id=3f2d2e7087' target=_blank style='color:#2F92EE;'>#ARNI#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=35, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=2770, encryptionId=3f2d2e7087, topicName=ARNI)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=f41c20676233, createdName=gongliu, createdTime=Wed May 31 14:02:00 CST 2017, time=2017-05-31, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=204423, encodeId=f5ac20442323, content=感觉好深奥的样子。, beContent=null, objectType=article, channel=null, level=null, likeNumber=58, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/IibQxuGJg8Nh1KeNMs1nZJeeldYs9olQSmfLFMSmc8OR6afKD5WrY1ktGibkd2ccEG1hMLcfjsTroQ86Z9scbvicQ/132, createdBy=3d661927529, createdName=Mr.Li先生, createdTime=Tue May 30 13:28:34 CST 2017, time=2017-05-30, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=204290, encodeId=dc7220429044, content=学习了，没学好, beContent=null, objectType=article, channel=null, level=null, likeNumber=45, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://cdnapi.center.medsci.cn/medsci/head/2017/09/21/39b6a0099eb602e8ac1f7e10d5d440a9.jpg, createdBy=dee01724555, createdName=杨利洪, createdTime=Tue May 30 07:28:35 CST 2017, time=2017-05-30, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=204228, encodeId=240c20422826, content=学习了谢谢分享。, beContent=null, objectType=article, channel=null, level=null, likeNumber=51, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5Kzuf9u71gZhPYMiajRtENwicoAABeQtfXOlic8ibhYSy6DvJZWUDVtjRvTfqBffr1XJ6JLtFB5kHicthl/0, createdBy=08bb2061153, createdName=189****7206, createdTime=Tue May 30 06:37:48 CST 2017, time=2017-05-30, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=204215, encodeId=13262042155b, content=有意思的深度学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=57, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://cacheapi.medsci.cn/resource/upload/20160916/IMG57DBEDBBA66BD2947.jpg, createdBy=3b181951777, createdName=ren1mw, createdTime=Tue May 30 06:15:39 CST 2017, time=2017-05-30, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=204160, encodeId=8cf2204160a6, content=学习了很有用, beContent=null, objectType=article, channel=null, level=null, likeNumber=46, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib3IzoRn621JdKCFUI4XvNELcibocrAVU6aUzEVDSaf3rYH08PUYUiagGqxAEhj8g9WqqNvD1CupIpCrmnR2OrqHZh/0, createdBy=7f181365728, createdName=飛歌, createdTime=Tue May 30 00:07:15 CST 2017, time=2017-05-30, status=1, ipAttribution=)]
    2017-05-31 gongliu

    #ARNI#

    0

  2. [GetPortalCommentsPageByObjectIdResponse(id=1624574, encodeId=aaf116245e40d, content=<a href='/topic/show?id=3f2d2e7087' target=_blank style='color:#2F92EE;'>#ARNI#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=35, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=2770, encryptionId=3f2d2e7087, topicName=ARNI)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=f41c20676233, createdName=gongliu, createdTime=Wed May 31 14:02:00 CST 2017, time=2017-05-31, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=204423, encodeId=f5ac20442323, content=感觉好深奥的样子。, beContent=null, objectType=article, channel=null, level=null, likeNumber=58, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/IibQxuGJg8Nh1KeNMs1nZJeeldYs9olQSmfLFMSmc8OR6afKD5WrY1ktGibkd2ccEG1hMLcfjsTroQ86Z9scbvicQ/132, createdBy=3d661927529, createdName=Mr.Li先生, createdTime=Tue May 30 13:28:34 CST 2017, time=2017-05-30, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=204290, encodeId=dc7220429044, content=学习了，没学好, beContent=null, objectType=article, channel=null, level=null, likeNumber=45, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://cdnapi.center.medsci.cn/medsci/head/2017/09/21/39b6a0099eb602e8ac1f7e10d5d440a9.jpg, createdBy=dee01724555, createdName=杨利洪, createdTime=Tue May 30 07:28:35 CST 2017, time=2017-05-30, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=204228, encodeId=240c20422826, content=学习了谢谢分享。, beContent=null, objectType=article, channel=null, level=null, likeNumber=51, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5Kzuf9u71gZhPYMiajRtENwicoAABeQtfXOlic8ibhYSy6DvJZWUDVtjRvTfqBffr1XJ6JLtFB5kHicthl/0, createdBy=08bb2061153, createdName=189****7206, createdTime=Tue May 30 06:37:48 CST 2017, time=2017-05-30, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=204215, encodeId=13262042155b, content=有意思的深度学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=57, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://cacheapi.medsci.cn/resource/upload/20160916/IMG57DBEDBBA66BD2947.jpg, createdBy=3b181951777, createdName=ren1mw, createdTime=Tue May 30 06:15:39 CST 2017, time=2017-05-30, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=204160, encodeId=8cf2204160a6, content=学习了很有用, beContent=null, objectType=article, channel=null, level=null, likeNumber=46, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib3IzoRn621JdKCFUI4XvNELcibocrAVU6aUzEVDSaf3rYH08PUYUiagGqxAEhj8g9WqqNvD1CupIpCrmnR2OrqHZh/0, createdBy=7f181365728, createdName=飛歌, createdTime=Tue May 30 00:07:15 CST 2017, time=2017-05-30, status=1, ipAttribution=)]
    2017-05-30 Mr.Li先生

    感觉好深奥的样子。

    0

  3. [GetPortalCommentsPageByObjectIdResponse(id=1624574, encodeId=aaf116245e40d, content=<a href='/topic/show?id=3f2d2e7087' target=_blank style='color:#2F92EE;'>#ARNI#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=35, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=2770, encryptionId=3f2d2e7087, topicName=ARNI)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=f41c20676233, createdName=gongliu, createdTime=Wed May 31 14:02:00 CST 2017, time=2017-05-31, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=204423, encodeId=f5ac20442323, content=感觉好深奥的样子。, beContent=null, objectType=article, channel=null, level=null, likeNumber=58, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/IibQxuGJg8Nh1KeNMs1nZJeeldYs9olQSmfLFMSmc8OR6afKD5WrY1ktGibkd2ccEG1hMLcfjsTroQ86Z9scbvicQ/132, createdBy=3d661927529, createdName=Mr.Li先生, createdTime=Tue May 30 13:28:34 CST 2017, time=2017-05-30, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=204290, encodeId=dc7220429044, content=学习了，没学好, beContent=null, objectType=article, channel=null, level=null, likeNumber=45, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://cdnapi.center.medsci.cn/medsci/head/2017/09/21/39b6a0099eb602e8ac1f7e10d5d440a9.jpg, createdBy=dee01724555, createdName=杨利洪, createdTime=Tue May 30 07:28:35 CST 2017, time=2017-05-30, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=204228, encodeId=240c20422826, content=学习了谢谢分享。, beContent=null, objectType=article, channel=null, level=null, likeNumber=51, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5Kzuf9u71gZhPYMiajRtENwicoAABeQtfXOlic8ibhYSy6DvJZWUDVtjRvTfqBffr1XJ6JLtFB5kHicthl/0, createdBy=08bb2061153, createdName=189****7206, createdTime=Tue May 30 06:37:48 CST 2017, time=2017-05-30, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=204215, encodeId=13262042155b, content=有意思的深度学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=57, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://cacheapi.medsci.cn/resource/upload/20160916/IMG57DBEDBBA66BD2947.jpg, createdBy=3b181951777, createdName=ren1mw, createdTime=Tue May 30 06:15:39 CST 2017, time=2017-05-30, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=204160, encodeId=8cf2204160a6, content=学习了很有用, beContent=null, objectType=article, channel=null, level=null, likeNumber=46, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib3IzoRn621JdKCFUI4XvNELcibocrAVU6aUzEVDSaf3rYH08PUYUiagGqxAEhj8g9WqqNvD1CupIpCrmnR2OrqHZh/0, createdBy=7f181365728, createdName=飛歌, createdTime=Tue May 30 00:07:15 CST 2017, time=2017-05-30, status=1, ipAttribution=)]
    2017-05-30 杨利洪

    学习了，没学好

    0

  4. [GetPortalCommentsPageByObjectIdResponse(id=1624574, encodeId=aaf116245e40d, content=<a href='/topic/show?id=3f2d2e7087' target=_blank style='color:#2F92EE;'>#ARNI#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=35, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=2770, encryptionId=3f2d2e7087, topicName=ARNI)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=f41c20676233, createdName=gongliu, createdTime=Wed May 31 14:02:00 CST 2017, time=2017-05-31, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=204423, encodeId=f5ac20442323, content=感觉好深奥的样子。, beContent=null, objectType=article, channel=null, level=null, likeNumber=58, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://thirdwx.qlogo.cn/mmopen/vi_32/IibQxuGJg8Nh1KeNMs1nZJeeldYs9olQSmfLFMSmc8OR6afKD5WrY1ktGibkd2ccEG1hMLcfjsTroQ86Z9scbvicQ/132, createdBy=3d661927529, createdName=Mr.Li先生, createdTime=Tue May 30 13:28:34 CST 2017, time=2017-05-30, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=204290, encodeId=dc7220429044, content=学习了，没学好, beContent=null, objectType=article, channel=null, level=null, likeNumber=45, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://cdnapi.center.medsci.cn/medsci/head/2017/09/21/39b6a0099eb602e8ac1f7e10d5d440a9.jpg, createdBy=dee01724555, createdName=杨利洪, createdTime=Tue May 30 07:28:35 CST 2017, time=2017-05-30, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=204228, encodeId=240c20422826, content=学习了谢谢分享。, beContent=null, objectType=article, channel=null, level=null, likeNumber=51, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib06iaV3D9Tg5Kzuf9u71gZhPYMiajRtENwicoAABeQtfXOlic8ibhYSy6DvJZWUDVtjRvTfqBffr1XJ6JLtFB5kHicthl/0, createdBy=08bb2061153, createdName=189****7206, createdTime=Tue May 30 06:37:48 CST 2017, time=2017-05-30, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=204215, encodeId=13262042155b, content=有意思的深度学习, beContent=null, objectType=article, channel=null, level=null, likeNumber=57, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://cacheapi.medsci.cn/resource/upload/20160916/IMG57DBEDBBA66BD2947.jpg, createdBy=3b181951777, createdName=ren1mw, createdTime=Tue May 30 06:15:39 CST 2017, time=2017-05-30, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=204160, encodeId=8cf2204160a6, content=学习了很有用, beContent=null, objectType=article, channel=null, level=null, likeNumber=46, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/oLAjfB7s1ib3IzoRn621JdKCFUI4XvNELcibocrAVU6aUzEVDSaf3rYH08PUYUiagGqxAEhj8g9WqqNvD1CupIpCrmnR2OrqHZh/0, createdBy=7f181365728, createdName=飛歌, createdTime=Tue May 30 00:07:15 CST 2017, time=2017-05-30, status=1, ipAttribution=)]
    2017-05-30 189****7206

    学习了谢谢分享。

    0

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    2017-05-30 ren1mw

    有意思的深度学习

    0

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    2017-05-30 飛歌

    学习了很有用

    0

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