ABB TB807 DCS終端電阻
ABB TB807 DCS終端電阻
ABB TB807 DCS終端電阻
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如今，主要的云計(jì)算提供商都在其安全服務(wù)中添加了程度的人工智能，但突出的兩個(gè)例子來自于AWS的安全產(chǎn)品組合。AmazonMacie用于發(fā)現(xiàn)、分類和保護(hù)敏感數(shù)據(jù)，而亞馬遜GuardDuty則添加持續(xù)監(jiān)控，以防止未經(jīng)授權(quán)的行為。
雖然AWS公司繼續(xù)增加功能，但這些工具已經(jīng)因其在后臺(tái)工作并增加保護(hù)層而贏得贊譽(yù)。這些類型的服務(wù)非常適合超大規(guī)模云計(jì)算提供商，因?yàn)樗麄冊(cè)诰W(wǎng)絡(luò)中擁有大量數(shù)據(jù)，可以更輕松地發(fā)現(xiàn)惡意行為模式。
盡管如此，還是有一些限制。例如，亞馬遜Macie和GuardDuty只能在本地部署的數(shù)據(jù)中心工作。由于大多數(shù)組織將應(yīng)用程序分布在多個(gè)公共云和私有數(shù)據(jù)中心，因此可能會(huì)放棄在大多數(shù)或所有環(huán)境中都不起作用的任何工具。
IDC公司分析師AbhiDugar說，到目前為止，人工智能和機(jī)器學(xué)習(xí)主要局限于本地化環(huán)境。然而，為了真正有效應(yīng)用，這些工具超越這些參數(shù)。
Dugar說：“當(dāng)企業(yè)開始跨越數(shù)據(jù)中心或可用性區(qū)域時(shí)可能會(huì)出現(xiàn)一些威脅，而這些威脅尚未被考慮過?！?/p>
此外，AWS和其他公共云提供商似乎也不太愿意深入研究應(yīng)用程序級(jí)的安全性。由AWS公司的共享責(zé)任模型提出一個(gè)規(guī)則，規(guī)定了供應(yīng)商的職責(zé)在哪里結(jié)束，客戶的職責(zé)從哪里開始。用戶可以訪問大量的日志數(shù)據(jù)，這些數(shù)據(jù)可以用于內(nèi)部跟蹤工作負(fù)載，或者他們可以求助于三方供應(yīng)商來為他們處理這些數(shù)據(jù)。
一些三方安全供應(yīng)商擔(dān)心這可能會(huì)過度夸大機(jī)器學(xué)習(xí)在云安全中的作用。他們說，由二進(jìn)制決策來決定，在惡意軟件檢測(cè)或敏感信息掃描中已經(jīng)有了成功的實(shí)施。
安全廠商云計(jì)算研究副總裁MarkNunnikhoven表示，TrendMicro多年來在內(nèi)部部署數(shù)據(jù)中心使用機(jī)器學(xué)習(xí)技術(shù)，但只限于有意義的應(yīng)用。例如，運(yùn)行一個(gè)更簡(jiǎn)單的統(tǒng)計(jì)分析比訓(xùn)練和安裝人工智能模型要花費(fèi)更少的成本和時(shí)間。
Nunnikhoven說，“這可能是非常昂貴的計(jì)算。當(dāng)需要確定某個(gè)操作是好是壞時(shí)，可能會(huì)有更好的方法。”
Rackspace公司網(wǎng)絡(luò)安全和運(yùn)營(yíng)主管DanielClayton說，“網(wǎng)絡(luò)攻擊者為了避免被發(fā)現(xiàn)，經(jīng)常會(huì)找到應(yīng)對(duì)這些算法的創(chuàng)新方法。這就是為什么在行為分析中使用人工智能還有一段路要走，以及安全分析人員在威脅識(shí)別和響應(yīng)中仍將發(fā)揮重要作用的原因?！?/p>
Clayton說，“這是企業(yè)解決安全問題的一種努力，但也面臨一些主要的問題，因?yàn)楦静淮嬖诘慕鉀Q方案?！?/p>
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