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Apache HBase建置高效能網路流量分析系統 100%

2014 以巨量資料技術 Apache HBase 建置高效能網路流量分析系統 葉祐欣 趨勢科技股份有限公司 evans_ye@trend.com.tw 摘要 近年來巨量資料與雲端運算的議題相當熱門,而在背後推動相關技術持續演進的關 鍵腳色,就是開放原始碼的巨量資料平台 Apache Hadoop。本文探討在巨量資料的浪潮 下,如何利用相關技術解決網路流量分析在效能方面的問題,並詳細介紹建置於 Hadoop 之上的 NoSQL 資料庫 Apache HBase 其具體的設計哲學與架構,透過深入了解 HBase 運 作模式後,提出一個應用於網路流量的即時分析與搜索系統,除了能夠協助資訊安全分 析師快速進行網路流量分析外,也能透過與其他資訊安全系統整合進行入侵、異常與回 溯式偵測,即時排除組織的資訊安全危害。 關鍵詞:資訊安全、網路流量、巨量資料、NoSQL、Apache HBase 壹、前言 過往案例顯示,許多遭到駭客入侵的組織多半是由於內部員工缺乏資訊安全警覺或 遭受進階持續威脅(Advance Persistent Threats, APT)[24]攻擊而點擊了惡意網站、釣魚 郵件遭植入惡意程式,進而成為了駭客的攻擊跳板。著名案例如 2009 年 Google 遭受的 極光行動攻擊(Auroa attack)[26]、2011 年 RSA Secure ID 攻擊[13]以及 2013 年的黑暗 首爾事件(Dark Seoul)[28]。由於組織對內部的安全控管往往較對外來得寬鬆,即認為 內網是安全的,故一旦某台位於組織內部網路的電腦遭到入侵,駭客往往較容易利用此 電腦向更多組織內部的電腦發起攻擊並散布惡意程式。由於遭到駭客入侵可能造成組織 巨大的資訊財產損害以及嚴重的信譽流失,因此這類入侵偵測與隔離排除的即時性成為 了一個重要課題。 資訊安全部門為了保障組織內部網路不受安全威脅,除了設置防火牆與安裝防毒軟 體達到第一線的入侵防護外,還需建置入侵偵測系統(Intrusion Detection Systems, IDS) 對於任何可疑的連線做進一步分析調查。一般的入侵偵測系統是透過設定一組規則來偵 測可能的入侵,然而由於攻擊手法日新月異,除了倚靠 IDS 的自動化入侵偵測外,資訊 安全分析師還必須針對每一次可能的入侵另做詳細的調查,以免有漏網之魚造成組織潛 在的安全危害。 本文提出一個基於開放原始碼巨量資料技術所打造的即時網路流量分析系統。資訊 安全分析師可以透過此系統快速搜尋歷史網路流量紀錄,針對遭受入侵之電腦的任何連 外紀錄做進一步分析調查,找到其餘潛在遭受入侵感染的電腦,對其實施數位安全鑑識 並排除相關病毒、木馬與後門,有效根除組織內部的資訊安全威脅。 Communications of the CCISA Vol.

https://www.pdf-archive.com/2015/01/13/apache-hbase/

13/01/2015 www.pdf-archive.com

Seminarska-NBnPiX-Column-family-HBase 99%

1.2 NoSql бази на податоци .

https://www.pdf-archive.com/2016/08/28/seminarska-nbnpix-column-family-hbase/

28/08/2016 www.pdf-archive.com

Michael Gu Resume LaTex 91%

KERAS + TENSORFLOW, SCIKIT-LEARN, REACT, NODE.JS, VARIOUS NOSQL DATASTORES May 2017 - Present • Infrastructure:

https://www.pdf-archive.com/2017/07/24/michael-gu-resume-latex/

24/07/2017 www.pdf-archive.com

Ders11 86%

OLAP, NoSQL, Clustering Erdinç Uzun NKÜ Çorlu Mühendislik Fakültesi Bilgisayar Mühendisliği Bölümü Dersin Planı ● OLAP ● NoSQL ● Clustering OLAP On-Line Analytical Processing ● ● OLAP, çok boyutlu veritabanları üzerindeki analiz ihtiyaçlarına karşılık veren teknolojilerin genel adıdır.

https://www.pdf-archive.com/2017/06/06/ders11/

06/06/2017 www.pdf-archive.com

Course Content Covered in Hadoop Training Course 81%

NoSQL Introduction    Traditional RDBMS approach NoSQL introduction Hadoop &

https://www.pdf-archive.com/2017/06/07/course-content-covered-in-hadoop-training-course/

07/06/2017 www.pdf-archive.com

Library ID 69%

Convergence of RDBMS and NoSQL/NewSQL, Market Forecast Electric Vehicle (EV) Market Analysis:

https://www.pdf-archive.com/2020/01/18/library-id/

18/01/2020 www.pdf-archive.com

Proposta Parcerias RubyConf 2014(1) 68%

http://eventos.locaweb.com.br/ Sobre a RubyConf Brasil by Locaweb RubyConf Brasil 2014 é um evento único voltado para desenvolvedores que desejam aprender ou atualizar seus conhecimentos sobre Ruby, Ruby on Rails, Técnicas Ágeis, JavaScript, NoSQL, Segurança e muito mais.

https://www.pdf-archive.com/2014/08/11/proposta-parcerias-rubyconf-2014-1/

11/08/2014 www.pdf-archive.com

Jan Engineering Jobs 68%

*Java, Spring, REST/SOAP, SQL, Javascript, HTML, NoSQL used daily.

https://www.pdf-archive.com/2015/01/30/jan-engineering-jobs/

30/01/2015 www.pdf-archive.com

abhilash.shrivastava 68%

PHP, Ruby On Rails, Node.js, Java Other:ElasticSearch, Redis, SEO, Unity, C#, Source Control, Unix and Windows scripting, Networking, Virtualization, SQL and NoSQL databases, Continous Integration, Apache, Nginx, Amazon WebServices.

https://www.pdf-archive.com/2017/03/20/abhilash-shrivastava/

20/03/2017 www.pdf-archive.com

Ders01 68%

Temel Kavramlar Erdinç Uzun NKÜ Çorlu Mühendislik Fakültesi Bilgisayar Mühendisliği Bölümü Dersin Hedefi ● VeriTabanı Yönetim Sistemleri (VTYS) – Yazılımları ● kullanabilmek için temel bilgiler Veritabanı tasarımı – İlişkisel Model, Varlık-İlişki Diyagramları, UML, XML ● Veritabanı programlama – SQL, ● Xpath, Xquery, JDBC, ADO.Net, Linq Gelişmiş veritabanı İşlemleri – Transactions, Views, OLAP, NoSQL Dersin Değerlendirilmesi • Ara Sınav :

https://www.pdf-archive.com/2017/06/06/ders01/

06/06/2017 www.pdf-archive.com

jonatns resume2017 68%

- Web Developer (February 2015 - June 2016)   Developed and redesigned many web pages using modern technologies Redesigned, implemented security measures and finished Beta version of saludfinancierapr.com Spotery Summer Internship - Java Developer (May 2015 - August 2015)    Developed many reusable web components Worked as the Subversion to Git migration lead Gained team work experience using Agile Development (Scrum) Projects Tailtask - tailtask.herokuapp.com (May 2016 - Present)    Web and mobile application Field services management platform that provides optimization tools for small businesses Companies can create and dispatch tasks to their employees in realtime Other projects - github.com/jonatns  My github page Skills Web Development Experience with JavaScript ( EmberJS, AngularJS, jQuery), SQL, noSQL, ExpressJS, HTML, and CSS Other Programming Languages Experience with Java, C/C++ and Swift Misc Technologies Experience with Oracle, MySQL, mongoDB, AWS, Digital Ocean, Ubuntu, Bash, Git and Subversion Academic Activities ACM-ICPC programming competitions   Participated in many local and national ACM-ICPC programming competitions Member of the Puerto Rico National Champion Team (2015) University of Puerto Rico at Bayamón ACM Student Chapter (AECC - ACM)   Member for 3 years Gave several web development workshops

https://www.pdf-archive.com/2017/06/19/jonatns-resume2017/

19/06/2017 www.pdf-archive.com

2017 Summary of Services Insert 5-23-17 68%

MS SQL, MySQL, NoSQL API Development (REST, RESTful, WCF, Web API Business Intelligence      Data Warehousing (MS SQL, Azure SQL Data Warehouse, OBIEE) Data Modeling (ERwin, Toad) BI Reporting (SSRS, MicroStrategy, PowerBI, Tebleau) ETL, SSIS, SSAS development Data Scientists and Database Developers       Developing test cases Black box testing/ White box testing Bug tracking Automated testing Regression testing Documentation and Process Project Management/Business Analysis • • • • SDLC project management Manage all phases of project lifecycle Business requirements gathering, documenting Change management Systems Integration    ERP integration/customization CRM integration System conversions/installations INFRASTRUCTURE Help Desk/Technical Services      Hardware and software support Call center support Mobile device support Desktop support PC/applications deployment Security • • • • • • Firewall implementation and maintenance (Palo Alto, Cisco) Virus protection and Encryption Audit compliance Intrusion detection/penetration testing Vulnerability assessments/audits Ethical hackers Infrastructure        Systems Engineering and Systems Administration Virtual Machine Environment (VMware, Hyper-V) SAN Storage (EMC, Hitachi, NetApp) Active Directory, Citrix, MS Exchange Systems buildouts and migrations Database Administration Cloud computing Networking     Design and implementation Administration, maintenance, troubleshooting VoIP/Telephony Cisco, Juniper, Avaya, Brocade

https://www.pdf-archive.com/2017/10/30/2017-summary-of-services-insert-5-23-17/

30/10/2017 www.pdf-archive.com

222FINAL EDACY FLYER COHORT 2 EN-FR copy 65%

Ce que tu apprendras ‣ ‣ ‣ ‣ ‣ ‣ ‣ Design Centré sur l’Humain Résolution de Problèmes et la Collaboration Lancer sa Startup Programmation Orientée Objet en Java HTML, CSS, JavaScript — NodeJS, ReactJS JEE, REST API, SQL, NoSQL, GitHub Méthode Agile, Intégration Continue Tes avantages ‣ ‣ ‣ Être payé tout en acquérant des compétences pratiques en apprentissage au sein d’entreprises de classe internationale Obtenir un Certificat et des Crédits Académiques délivrés par des institutions de prestige Saisir ta chance d’obtenir un emploi à temps plein chez l’un de nos employeurs partenaires Frais - Aucun à l’entrée Tu ne paies pas de frais initiaux en entrant dans le programme d’EDACY.

https://www.pdf-archive.com/2017/06/01/222final-edacy-flyer-cohort-2-en-fr-copy/

01/06/2017 www.pdf-archive.com

anoynmous-resume 65%

Predix-Enabled Toy Train ● ● ● ● Worked with four other MSU Computer Science seniors to designed a Bachmann N-scale toy train-set to demonstrate the power of GE’s Predix Used microcontrollers and sensors to locate and control all trains on the train-set Implemented a website to visualize and interact with the data collected Produced a video about the delivered product Voice Analyzer ● ● ● Applied machine learning and data techniques to classify gender, age, and dialect of a human sound recording Collected and processed around 15,000 sound clips of human voice by using python (librosa, numpy, pandas, matplotlib) Dealt with missing and vague data and used sampling techniques to get better data distribution LANGUAGES Python, C/C++, Matlab, Java, Javascript, SQl, NoSQL, Hive, Pig, HTML, CSS TOOLS Linux/Unix, Hadoop (MapReduce), Spark, Frameworks (Django, Cakephp, Angularjs, React/Redux), jQuery, Twitter Bootstrap, AWS, Docker, Vim, Version Control (git, svn) CLUBS MSU Data Science, MSU ACM

https://www.pdf-archive.com/2017/09/26/anoynmous-resume/

26/09/2017 www.pdf-archive.com

CJResume2017 65%

JavaScript, Java, C, Python, Elixir, NoSQL, Git, SASS, CSS3, HTML5 Frameworks/Libraries:

https://www.pdf-archive.com/2017/06/21/cjresume2017/

21/06/2017 www.pdf-archive.com

Report-1 64%

  Collaborative dashboard  Tech Digest 2017  Briefings, notes, events      Technology Events    ● Signal, Twilio’s conference for developers, held on Pier 27  ● FutureTech Congress ended its two-day event devoted to innovations  in the fintech, insurtech and big data industries  ● DevOps Enterprise Summit, June 5 – 6, 2017, London  ● Tech Events May 2017  ● New-Tech 2017 Israel’s hitech & electronics trade fair, May 23-24 2017,  Tel Aviv          ● Lean Startup Summit London, June 13-14 2017, London Stock Exchange  and Here East  ● Viva Technology 2017 Startup Connect, June 15-17 2017, Hall 1, Porte  de Versailles, Paris  ● The Israel Mobile Summit 2017, June 6-7, Tel Aviv  ● ChipEx 2017, the annual conference of the Israeli Microelectronics  Industry, May 9-10 2017, Tel Aviv  ● NEXT Tel Aviv, May 10, 2017    Technology Markets    Apache Spark Market   Browser as a Service Market  Context Brokering Market  Data Warehouse Acceleration Market   Data Warehouse Market  Deception Cybersecurity Market  Deep Packet Inspection (DPI): U.S. Government Market  DevOps & Microservice Ecosystem Market  Electromagnetic Railgun Market  Global Biofuel Production Forecast   Global Cloud Computing Market  Government Cloud Computing Markets  Hadoop Market  High Energy Military Laser Market  Human Resources (HR) Software Market   2        Human Resources (HR) Software For Healthcare, Market Forecast  NewSQL Market    Additive Manufacturing?  NoSQL Market  Quantum Computing Market  Smartphone As Universal Personal Computing Platform, Market Scenario   Software Defined Digital Camera Market  U.S. Federal Cloud Computing Market  U.S. Federal Cybersecurity Market  3        U.S. Federal Government Mass Media Market  U.S. Federal IT Business Continuity and Disaster Recovery Market  U.S. Federal IT Market Forecast  U.S. IT Business Continuity and Disaster Recovery Market  U.S. Federal Government Mobility Market  U.S.-Mexico Border Protection Market  U.S. Military Unmanned Aerial Vehicles (UAV) Market  UK Human Resources (HR) Software Market   Ultracapacitor Market  Virtual Conference & Trade Show Market  Worldwide Defense High Performance Computing (HPC) Market  Worldwide High Performance Computing (HPC) Market  Zika Virus Preparedness Market  Tech Notes    ● India reports its first cases of the Zika virus  ● Appian going public  ● Get Your Free Pass to Viva Technology 2017 Startup Connect in Paris  ● Proprietary Interchangeable Lens Digital Camera Market to Lose $11  Billion  ● Google, IBM, and Lyft announce Istio  4        ● CDN provider Fastly raises $50 million  ● IBM Builds Its Most Powerful Universal Quantum Computing  Processors  ● The Scream: Your Computer has been compromised  ● Impressions from Google Cloud NEXT Tel Aviv  ● Quantum computing: disappearance of cryptography as we know it  today  Tech Digest 2017 is designed and maintained by ​Technologies.org​. ​Event listings are  provided by ​TechnologyConference.com​ and ​EventCalendar.net​. Case studies are provided  by ​Market Research Association​.  Photo credits: ​Posters.org​.  5   

https://www.pdf-archive.com/2017/05/31/report-1/

31/05/2017 www.pdf-archive.com

Resume 64%

RECREATION | WEB DEVELOPER SKILLS Autumn 2015 • Used HTML, CSS, JavaScript, and Adobe Dreamweaver for the Geoplateau project (educates about local parks and DIY conservation projects) • Part of the Lexus Eco Challenge 2016 SOFTWARE TECHVENTURE KIDS | INSTRUCTOR Proficient Java • SQL Server • Ruby LATEX• SML • Racket Intermediate R • Azure • Python Git • MapReduce • HTML Familiar Hadoop • Spark • JDBC JS • NoSQL • Shell Willing to learn any necessary technologies and languages Autumn 2013 - Summer 2016 • Taught K-12 students basic programming and computer science principles in after-school clubs and summer camp programs • Volunteered for the first year RESEARCH TASKAR CENTER FOR ACCESSIBLE TECHNOLOGY | RESEARCH ASSISTANT Autumn 2016 - Winter 2017 • Worked with Dr.

https://www.pdf-archive.com/2017/09/03/resume/

03/09/2017 www.pdf-archive.com

NET Developers 64%

Mongo or other NoSQL Knowledge of enterprise systems, E-recruiting, Performance Evaluations, On-boarding, Human Resources, CRM, SFA, and ERP are a +.

https://www.pdf-archive.com/2014/07/29/net-developers/

29/07/2014 www.pdf-archive.com

Harmonogram Graficzny Lato 2014-15 - Graficzny 64%

Kalita Lab I, mag S Sieci neuronowe Podolak Wyk NoSQL Telega Wyk NoSQL Telega Lab Rachunek prawd.

https://www.pdf-archive.com/2015/01/23/harmonogram-graficzny-lato-2014-15-graficzny/

23/01/2015 www.pdf-archive.com

Event Digest 63%

new NoSQL database  Photo Reportage from DLD 2016 Innovation Festival  Kinetica Raises $6 Million  Booz Allen Hamilton Awarded $268 Mln Contract to Provide Services for Defense Intelligence Agency and Intelligence Community IT   Developer of adaptive operational database Fauna raises $4.5 million HPC Startup Cornami Raises $3 Million  Salesforce Einstein:

https://www.pdf-archive.com/2016/11/01/event-digest/

01/11/2016 www.pdf-archive.com

How Enterprises can take advantage of Big Data Analytics 63%

The technologies associated with big data analytics are primarily NoSQL data sources, Hadoop and MapReduce.

https://www.pdf-archive.com/2014/02/11/how-enterprises-can-take-advantage-of-big-data-analytics/

11/02/2014 www.pdf-archive.com

danialucresume(spring2018) (1) 62%

3.5 EXPERIENCE SOFTWAR E D EVELOPER ( INTER N) Turner Broadcasting / Atlanta, GA / August 2017 - December 2017 KEY SKILLS Java Javascript (Node, React, Express) Angular SOFTWAR E E NGIN EER (I NTER N) Python SQL NoSQL EXPERTISE UI/UX D ESIGN AND D EVELOPMENT C USTOMER SERVIC E MAN AGER RESTFUL APIS Publix / Atlanta, GA / October 2013 – April 2017 HTML C# C++ Docker Salesforce / San Francisco, CA / May 2017 – August 2017 Ported existing documentation to the Node.js framework, while also utilizing Technologies such as Express, JQuery, EJS, Mocha and Grunt to better serve content from local API to users.

https://www.pdf-archive.com/2018/02/05/danialucresume-spring2018-1/

05/02/2018 www.pdf-archive.com

MUKARRAM ALI 62%

2011 10.0(CGPA) ACADEMIC PROJECT College Social Networking | MEAN stack | MVC Model The project deals with students’ database using NoSQL, MongoDB.

https://www.pdf-archive.com/2017/01/04/mukarram-ali/

04/01/2017 www.pdf-archive.com

PhD in Big data Cloud computing Hadoop, HIVE ,Techniques 62%

NoSQL – ​Basically meaning non relational database that has the storage and data retrieval mechanism.

https://www.pdf-archive.com/2017/11/29/phd-in-big-data-cloud-computing-hadoop-hive-techniques/

29/11/2017 www.pdf-archive.com

Dan Turcotte Resume 62%

Foreign Language​:  JavaScript, PHP, Sass, Java, SQL, NoSQL  Angular, React, Laravel,  Node, MongoDB, Apache, Postgres, MySQL, Firebase  GIT, AWS, IoT  Mandarin Chinese (advanced proficiency)    WORK                ​Web Developer​, ChatLingual Boulder, CO, Nov '16 - Present  Solving staffing and organizational challenges through a centralized foreign language support platform   •​ Develop several new key features from concept to launch for an early stage startup    •​ Involved in all aspects of company product direction, securing pilots with fortune 100 companies                     Web Developer​, Fuzz Productions NYC, Mar '15 - Nov '16  Responsive design, RESTful APIs, production-ready IoT, and voice translation services   •​ Lead developer on Node Amazon Alexa eCommerce application for ZX Ventures (AB InBev)   •​ Lead developer on Fuzz company website frontend/backend overhaul in Angular and Laravel   •​ Frontend developer on a $1.5m Angular/Node social media site for CBS which promotes volunteerism    •​ Optimized Angular/MongoDB Anheuser-Busch ordering system queries to improve load time by 99%   •​ Created documentation, testing suites, and task runners to streamline the development workflow   •​ Developed RESTful APIs in Laravel and Django for YMCA and Shake Shack   •​ ​Other projects include​: created a foreign language Speech app to manipulate, narrate, and translate      content on the fly, a Slack bot in Node which spoofs users, and a tree traversal animator in Raphael JS         PROJECTS   Senior Web Analyst​, United Technologies Corporation CT, May'11 - Mar '15   ​•​ Managed a $1.1m project to centralize 100+ legacy brand websites onto SharePoint   •​ ​IT Leadership Program​: created workflows which saved the business over $100k  Creator​, Lexicana's Destiny, language learning game CT, Summer '14 - Present  Designing a web adventure game that facilitates language learning through well-defined heuristics   • ​Held three rounds of beta tests at middle and high schools in Connecticut   • ​Implemented speech recognition and native pronunciation to test users' oral and listening skills   •​ Building JavaScript frontend with Laravel API to track players’ language learning progress   • ​Designed quest system, in-game dictionary, AI interaction and a translation interface   •​ Created puzzles, mini games, and features to effectively teach target foreign language    Developer​, Dynamic Dental Education test prep web app CT, Winter '15 - Summer '16  Lead developer on a team of four to conceptualize and deploy a comprehensive test prep platform   •​ Created an intuitive Angular frontend and full CMS, with an OAuth2-secured Laravel API   •​ Designed dynamic feedback dashboard to provide the user insight on test preparation progress    OTHER  Teacher​, Global Connection Program, Junior Achievement (JA) Shanghai, China, Summer '14   •​ Sought UTC company sponsorship to support 20 American high school students create a mock company     Mandarin Interpreter​, Beijing Olympics, General Electric Company Beijing, China, Summer '08    •​ Facilitated cross-cultural communication and logistics planning for General Electric’s Board of Directors    EDUCATION University of Connecticut  BS​: Management Information Systems; ​Minor​: Computer Science Study Abroad​: Advanced Chinese, National Cheng Chi University Digital portfolio available at www.turcotteoriginals.com  Storrs, CT, Spring '11  Taipei, Taiwan, Spring '08 

https://www.pdf-archive.com/2017/08/26/dan-turcotte-resume/

26/08/2017 www.pdf-archive.com