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Vulnerabilities / Threats

How Bad Teachers Ruin Good Machine Learning

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BLACK HAT USA 2017 -- Sophos data scientist Hillary Sanders visits senior editor Sara Peters at the Dark Reading News Desk to explain how good machine learning models can be ruined by bad testing data, and how security can suffer as a result. Also: can ML models learn to be skeptical?

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Enterprise Vulnerabilities
From DHS/US-CERT's National Vulnerability Database
CVE-2019-9678
PUBLISHED: 2019-09-18
Some Dahua products have the problem of denial of service during the login process. An attacker can cause a device crashed by constructing a malicious packet. Affected products include: IPC-HDW1X2X,IPC-HFW1X2X,IPC-HDW2X2X,IPC-HFW2X2X,IPC-HDW4X2X,IPC-HFW4X2X,IPC-HDBW4X2X,IPC-HDW5X2X,IPC-HFW5X2X for v...
CVE-2019-9679
PUBLISHED: 2019-09-18
Some of Dahua's Debug functions do not have permission separation. Low-privileged users can use the Debug function after logging in. Affected products include: IPC-HDW1X2X,IPC-HFW1X2X,IPC-HDW2X2X,IPC-HFW2X2X,IPC-HDW4X2X,IPC-HFW4X2X,IPC-HDBW4X2X,IPC-HDW5X2X,IPC-HFW5X2X for versions which Build time i...
CVE-2019-9680
PUBLISHED: 2019-09-18
Some Dahua products have information leakage issues. Attackers can obtain the IP address and device model information of the device by constructing malicious data packets. Affected products include: IPC-HDW1X2X,IPC-HFW1X2X,IPC-HDW2X2X,IPC-HFW2X2X,IPC-HDW4X2X,IPC-HFW4X2X,IPC-HDBW4X2X,IPC-HDW5X2X,IPC-...
CVE-2019-9677
PUBLISHED: 2019-09-18
The specific fields of CGI interface of some Dahua products are not strictly verified, an attacker can cause a buffer overflow by constructing malicious packets. Affected products include: IPC-HDW1X2X,IPC-HFW1X2X,IPC-HDW2X2X,IPC-HFW2X2X,IPC-HDW4X2X,IPC-HFW4X2X,IPC-HDBW4X2X,IPC-HDW5X2X,IPC-HFW5X2X fo...
CVE-2019-14458
PUBLISHED: 2019-09-18
VIVOTEK IP Camera devices with firmware before 0x20x allow a denial of service via a crafted HTTP header.