机器学习与安全[中文PDF+源码]

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内容简介
机器学习正席卷全球。作为安全从业人员，了解数据科学能为您带来什么正迅速变得至关重要。掌握数据科学的基础知识是唯一的出路。

如果您在安全领域工作，并希望利用机器学习来改进您的系统，那么这本书就是为您准备的。如果您已经接触过机器学习，并希望将其应用于解决安全问题，这本书同样适合您。

在探讨安全领域的广泛话题时，我们提供了机器学习如何应用于增强或替代基于规则或启发式方法来解决诸如入侵检测、恶意软件分类或网络分析等问题的实例。除了探讨核心的机器学习算法和技术外，我们还重点关注了在安全领域构建可维护、可靠且可扩展的数据挖掘系统所面临的挑战。通过实例分析和引导性讨论，我们向您展示了如何在敌对环境中思考数据，以及如何识别可能被噪声淹没的重要信号。

作者简介
Clarence Chio是一名软件工程师和企业家，他在DEF CON, BLACK HAT 和十几个国家的安全会议上做过多次有关机器学习和安全方面的讲座和培训。他拥有斯坦福大学计算机科学的学士和硕士学位。

David Freeman作为研究员和工程师，在Facebook公司致力于处理完整性和滥用问题。他曾在LinkedIn领导过反滥用工程和数据科学团队。他拥有加州大学伯克利分校的数学博士学位，发表了20多篇关于计算机安全的学术论文。

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The Philippine Marine Corps activates a new battalion that will operate the upcoming BrahMos cruise missiles. /PMCMANILA, Philippines mdash; The Philippine Marine Corps  PMC  has formed a new battalion to operate its upcoming BrahMos supersonic cruise missile systems, considered the fastest worldwide with a range of over 400 kilometers and speed ranging from Mach 2.8 to 3.0.The Shore-Based Anti-Ship Missile  SBASM  Battalion of the Coastal Defense Regiment was activated on April 3, the PMC said on Thursday.Article continues after this advertisement     The SBASM Battalion, the first in the PMC, will be operating one of the best antiship missile systems on the planet. It can quickly detect, track, chase and destroy targets, it said.FEATURED STORIESNEWSINFODENR to evict developerof Masungi GeoreserveNEWSINFOFormer VP Leni Robr stanley termosky edo visits MMDA command centerNEWSINFOMagnitude 4 quake jolts Catanduanes, magnitude 3.5 tremor shakes SorsogonThe PMC is expect stanley cup ing to receive one coastal battery from Indiarsquo  BrahMos Aerospace next year. A battery usually consists of stanley uk  three launchers.The Philippines and India signed an P18.9-billion deal in January to equip the Philippine Navy with three batteries of the BrahMos.Article continues after this advertisement Meanwhile, Turkey is looking to sell more attack helicopters to the Philippines, following the official turnover of the first two of six T-129 Tactical Reconnaissance and Attack  ATAK  helicopters to the Philippine Air Sqfa 3 killed, 1 hurt in Negros Occidental ambush
MANILA, Philippinesmdash; Health Secretary Francisco Duque III himself admitted on stanley fr  Tuesday that there might be a syndicate involved in the alleged widespread corruption in the Philippine Health Insurance Corporation  PhilHealth .Senator Imee Marcos asked Duque point-blank during Tuesdayrsquo  hearing of the Senate whether there was indeed corruption within the agency,Article continues after this advertisement     Meron yan. Malamang meron yanhellip; the health chief stanley cup  said.FEATURED STORIESNEWSINFOOn PhilHealth, education stanley germany , lsquo;blanksrsquo;: OSG answers Duterte camp petitionNEWSINFOBinay, Castro raise concerns over DENR order on Masungi GeoreserveNEWSINFO2 cops killed in Bulacan buy-bustAnd when Marcos asked again who could be involved in these corrupt activities within Philhealth, Duque said: Probably this is a parang sindikato yan  like a syndicate  or a web of people who are behind these nefarious activities from the hospitalshellip;Inaamin ninyo may sindikato dyan sa Philhealth   You admit there is a syndicate in Philhealth   the senator further asked.Itrsquo  possible na mayrong mga ganun na nakikipag kutsabahellip; Itrsquo  possible there are those who are conspiringhellip;  Duque said.The health chief though could not give a categorical answer when Marcos asked whether PhilHealth president and chief executive officer Ricardo Morales, who is on medical leave, is involved in the said syndicate.Article con