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机器学习、统计分析、数据挖掘、神经网络、人工智能、模式识别前世今生

2016-06-25 蓝志豪 MedSci原创

在技术飞快进步的时代,下一个计算平台,可能将是量子计算机与人工智能的结合的产物。机器学习、统计分析、数据挖掘、神经网络、人工智能、模式识别,很难说谁包含于谁,只能分开说每一个概念的意义,谁服务于谁。 离线而非在线的云数据才是未来的机会所在。这也是机器人可以进入的领域,因为它能够移动,利用机器人身上装的传感器,它可以感知到周围的真实环境,在与环境互动的过程中学习。 这几者间的基本区别如下:

在技术飞快进步的时代,下一个计算平台,可能将是量子计算机与人工智能的结合的产物。机器学习、统计分析、数据挖掘、神经网络、人工智能、模式识别,很难说谁包含于谁,只能分开说每一个概念的意义,谁服务于谁。 离线而非在线的云数据才是未来的机会所在。这也是机器人可以进入的领域,因为它能够移动,利用机器人身上装的传感器,它可以感知到周围的真实环境,在与环境互动的过程中学习。 这几者间的基本区别如下: 机器学习:强调学习能力,机器在算法的指导下有一点的学习能力,比如神经网络,训练算法 统计分析:从统计的角度出发,发现系统的规律,比如线性回归等,不过神经网络也可以看作一种非线性回归。 数据挖掘:强调的是从一大堆数据里有价值的数据,比如最赚钱的信息,指标,比如,啤酒尿布要放一块,为了挖掘有价值的信息,当然所有方法都会用上。 神经网络:强调模拟生物神经系统,尤其是大脑的神经网络。比如:BP网络,竞争神经网络,等各种仿生的算法。神经网络的学习机制,收敛性质等都会讨论 人工智能:这个强调的是让机器象人一样聪明,方法就不限了,规则也罢,神经网络等仿生学也罢,都可以来为我所用 模式识别:强调训练和识别,比如图像

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    2016-06-27 milkshark

    的确不错

    0

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    2016-06-27 milkshark

    大数据啊

    0

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  5. [GetPortalCommentsPageByObjectIdResponse(id=91277, encodeId=173b912e754, content=的确不错, beContent=null, objectType=article, channel=null, level=null, likeNumber=134, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=7cde98330, createdName=milkshark, createdTime=Mon Jun 27 07:59:00 CST 2016, time=2016-06-27, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=91276, encodeId=1507912e609, content=大数据啊, beContent=null, objectType=article, channel=null, level=null, likeNumber=148, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=7cde98330, createdName=milkshark, createdTime=Mon Jun 27 07:58:00 CST 2016, time=2016-06-27, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1582952, encodeId=e904158295298, content=<a href='/topic/show?id=f6e1611840d' target=_blank style='color:#2F92EE;'>#机器#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=62, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=61184, encryptionId=f6e1611840d, topicName=机器)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=13dc16973127, createdName=ms6279672939590805, createdTime=Mon Jun 27 03:09:00 CST 2016, time=2016-06-27, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=1630338, encodeId=65ce163033896, content=<a href='/topic/show?id=44e0e449217' target=_blank style='color:#2F92EE;'>#神经网络#</a>, beContent=null, objectType=article, channel=null, level=null, likeNumber=59, replyNumber=0, topicName=null, topicId=null, topicList=[TopicDto(id=74492, encryptionId=44e0e449217, topicName=神经网络)], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=e6ff21497204, createdName=by2016, createdTime=Mon Jun 27 03:09:00 CST 2016, time=2016-06-27, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=91173, encodeId=eb42911e372, content=好文章,值得收藏!, beContent=null, objectType=article, channel=null, level=null, likeNumber=184, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/PiajxSqBRaEIsrUxHnicsiaqwzJibCks60HOicbEAgbNzUiciboMJDzsWg16OHTeNHhyYvTg6TDXTlOx7icnhttCYYe2ujYt0yND7dYusOsibl9XnQCE/0, createdBy=7ad21722200, createdName=jaysppr, createdTime=Sun Jun 26 15:02:00 CST 2016, time=2016-06-26, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=91174, encodeId=16cd911e4b0, content=感觉要被取代, beContent=null, objectType=article, channel=null, level=null, likeNumber=123, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=https://wx.qlogo.cn/mmopen/PiajxSqBRaEIsrUxHnicsiaqwzJibCks60HOicbEAgbNzUiciboMJDzsWg16OHTeNHhyYvTg6TDXTlOx7icnhttCYYe2ujYt0yND7dYusOsibl9XnQCE/0, createdBy=7ad21722200, createdName=jaysppr, createdTime=Sun Jun 26 15:02:00 CST 2016, time=2016-06-26, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=91156, encodeId=a6e9911569c, content=好东西,牛人太多, beContent=null, objectType=article, channel=null, level=null, likeNumber=162, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=http://cacheapi.medsci.cn/resource/upload/20160803/IMG57A185CE577478201.jpg, createdBy=bad41730551, createdName=小青虫, createdTime=Sun Jun 26 12:13:00 CST 2016, time=2016-06-26, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=91139, encodeId=20b69113984, content=新技术应用,让世界日新月异, beContent=null, objectType=article, channel=null, level=null, likeNumber=80, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=f5b11304786, createdName=ljh0111, createdTime=Sun Jun 26 08:01:00 CST 2016, time=2016-06-26, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=91124, encodeId=3cc091124d9, content=感兴趣的内容, beContent=null, objectType=article, channel=null, level=null, likeNumber=79, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=, createdBy=cbd11668261, createdName=小猫cathy, createdTime=Sat Jun 25 22:40:00 CST 2016, time=2016-06-25, status=1, ipAttribution=), GetPortalCommentsPageByObjectIdResponse(id=91119, encodeId=d47091119ce, content=哇,大家都有头像呀,都好漂亮呀!, beContent=null, objectType=article, channel=null, level=null, likeNumber=98, replyNumber=0, topicName=null, topicId=null, topicList=[], attachment=null, authenticateStatus=null, createdAvatar=null, createdBy=c4a5105539, createdName=lovetcm, createdTime=Sat Jun 25 21:07:00 CST 2016, time=2016-06-25, status=1, ipAttribution=)]
    2016-06-26 jaysppr

    好文章,值得收藏!

    0

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    2016-06-26 jaysppr

    感觉要被取代

    0

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    2016-06-26 小青虫

    好东西,牛人太多

    0

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    2016-06-26 ljh0111

    新技术应用,让世界日新月异

    0

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    2016-06-25 小猫cathy

    感兴趣的内容

    0

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    2016-06-25 lovetcm

    哇,大家都有头像呀,都好漂亮呀!

    0

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