ABB DI801数字量输入模块
ABB DI801数字量输入模块
ABB DI801数字量输入模块
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如今,主要的云计算提供商都在其服务中添加了程度的人工智能,但突出的两个例子来自于AWS的产品组合。AmazonMacie用于发现、分类和保护敏感数据,而亚马逊GuardDuty则添加持续监控,以防止未经授权的行为。
虽然AWS公司继续增加功能,但这些工具已经因其在后台工作并增加保护层而赢得赞誉。这些类型的服务非常适合超大规模云计算提供商,因为他们在网络中拥有大量数据,可以更轻松地发现恶意行为模式。
尽管如此,还是有一些限制。例如,亚马逊Macie和GuardDuty只能在本地部署的数据中心工作。由于大多数组织将应用程序分布在多个公共云和私有数据中心,因此可能会放弃在大多数或所有环境中都不起作用的任何工具。
IDC公司分析师AbhiDugar说,到目前为止,人工智能和机器学习主要局限于本地化环境。然而,为了真正有效应用,这些工具超越这些参数。
Dugar说:“当企业开始跨越数据中心或可用性区域时可能会出现一些威胁,而这些威胁尚未被考虑过。”
此外,AWS和其他公共云提供商似乎也不太愿意深入研究应用程序级的性。由AWS公司的共享责任模型提出一个规则,规定了供应商的职责在哪里结束,客户的职责从哪里开始。用户可以访问大量的日志数据,这些数据可以用于内部跟踪工作负载,或者他们可以求助于三方供应商来为他们处理这些数据。
一些三方供应商担心这可能会过度夸大机器学习在云中的作用。他们说,由二进制决策来决定,在恶意软件检测或敏感信息扫描中已经有了成功的实施。
厂商云计算研究副总裁MarkNunnikhoven表示,TrendMicro多年来在内部部署数据中心使用机器学习技术,但只限于有意义的应用。例如,运行一个更简单的统计分析比训练和安装人工智能模型要花费更少的成本和时间。
Nunnikhoven说,“这可能是非常昂贵的计算。当需要确定某个操作是好是坏时,可能会有的方法。”
Rackspace公司网络和运营主管DanielClayton说,“网络攻击者为了避免被发现,经常会找到应对这些算法的创新方法。这就是为什么在行为分析中使用人工智能还有一段路要走,以及分析人员在威胁识别和响应中仍将发挥重要作用的原因。”
Clayton说,“这是企业解决问题的一种努力,但也面临一些主要的问题,因为根本不存在的解决方案。”
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