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Network Administration Online Courses
Listing Websites about Network Administration Online Courses
Network Administration - Online Courses, Classes, Training ...
(2 days ago) network administration Training and Tutorials. Add to your IT skillset with these network administration courses. Learn how to become a network administrator or keep up with advances in technology. This training covers Exchange and Windows Server, network troubleshooting, and much more. Start My Free Month
Category: IT Show All Courses
Top Network Administration Courses Online - Updated [July ...
(2 days ago) Learn the best network administration strategies and techniques from top-rated Udemy instructors. Whether you're interested in configuring and troubleshooting a data network, or preparing for a CompTIA exam, Udemy has a course for you.
Category: Online Courses Show All Courses
Networking Online Courses - Learn Computer Networks | Coursera
(3 days ago) Choose from hundreds of free Computer Networks courses or pay to earn a Course or Specialization Certificate. Networking courses and specializations teach network administration, architecture, infrastructure, troubleshooting, and more. Break into the IT industry by learning applied networking ...
Category: IT Show All Courses
Network Administration Online Courses | LinkedIn Learning ...
(1 months ago) network administration Courses & Training Get the training you need to stay ahead with expert-led courses on network administration New network administration Courses. Previous. Next. 11h 8m 33s ...
Category: IT Show All Courses
Online Network Administration Courses - Learn.org
(13 days ago) Online courses in network administration typically teach students how to set up and maintain networks and computer systems. You'll learn how to design a basic network, set local area network (LAN) security parameters and configure routers. Specific courses may include network architecture, routing protocols, network scripting ...
Category: IT, Design Show All Courses
Network Administration Courses & Degrees - IT Career Finder
(4 days ago) The following network administration courses and degrees feature skills training and certifications designed to prepare students for the modern IT workforce. Compare computer networking education programs in the U.S. and online below. Featured Networking Programs.
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Best Online Bachelor's in Network Administration Programs ...
(2 days ago) An online bachelor's in network administration provides a flexible academic alternative to traditional, classroom-based education. Students will be able to access course lectures and readings, participate in class discussions with fellow students, submit written assignments, take exams and contact their professors all from the comfort of their home computer.
Category: IT Show All Courses
Free Online Computer Networking Diploma Course | ALISON
(2 days ago) Description. This free course is designed to give you the knowledge you need start your journey towards being a master computer networker. The course first introduces you to the key devices found on local area networks, explains the structure and function of different types of LANs and WANs, and introduces you to the network architecture and protocols used in network security.
Category: IT, Design Show All Courses
CompTIA Network+ Certification Training, Online | Cybrary
(3 days ago) The CompTIA Network+ curriculum covers network technologies, installation and configuration, media and topologies, management and security. After taking this online self-paced course, you'll be able to distinguish between different types of networks, identify features of VPN and VLAN, differentiate and implement appropriate wiring standards, categorize WAN and LAN technology types and ...
Category: IT Show All Courses
Network Management Degrees and Courses
(4 days ago) Network Management Degrees and Courses. Network managers are in charge of computer networks and other information systems within an organization. Find out about the programs and courses that will prepare you to enter this field. Learn how to choose a program, and see how earning professional certification could boost your career. ...
Category: IT Show All Courses
System Administration and IT Infrastructure Services ...
(2 days ago) Offered by Google. This course will transition you from working on a single computer to an entire fleet. Systems administration is the field of IT that's responsible for maintaining reliable computers systems in a multi-user environment. In this course, you'll learn about the infrastructure services that keep all organizations, big and small, up and running.
Category: IT Show All Courses
Free Networking Lesson - Free Online Training Courses
(3 days ago) A network card, network adapter, network interface card or NIC is a piece of computer hardware designed to allow computers to communicate over a computer network. It has a MAC address. Every network card has a unique 48-bit serial number called a MAC address, which is written to ROM carried on the card.
Category: IT, Design Show All Courses
List of Free Online Networking Courses and Classes
(4 days ago) Technological advancements have made it easy to find a variety of free computer networking courses online. These courses are open to the public and filled with in-depth information that can help ...
Category: IT Show All Courses
Network Management Course and Class Information
(4 days ago) Many universities offer courses in network management through bachelor's and master's degree programs in network management, information security, and computer information technology programs.
Category: IT Show All Courses
Free Online Courses | Harvard University
(2 days ago) Browse the latest free online courses from Harvard University, including "CS50's Introduction to Game Development" and "CS50's Web Programming with Python and JavaScript."
Category: Development, IT Show All Courses
How to Become a Network Administrator: 11 Steps (with ...
(3 days ago) Stay up to date. Technology and network practices change frequently and your skills will have to change with them. Stay up to date with modern and current practices in this field to either help you obtain a new position as a network administrator or perform at your best in your current position. Continuing education is a common aspect of any network administration position.
Category: IT Show All Courses
Computer Networking - Udacity
(4 days ago) This class is offered as CS6250 at Georgia Tech where it is a part of the Online Masters Degree (OMS). Taking this course here will not earn credit towards the OMS degree. This course covers advanced topics in Computer Networking such as Software-Defined Networking (SDN), Data Center Networking and Content Distribution.
Category: IT, Software, Credit Show All Courses
Best Online Network Administration Degree Programs 2019 ...
(3 days ago) Explore Best Online Colleges for network administration in the year 2019. Also see details like network administration degree programs, tuition and fees, related career outlooks, employable skills and much more.
Category: IT Show All Courses
Network Engineer - IT & Computer Training Courses
(3 days ago) Network Engineer SUBSCRIPTION The Network Engineer includes the following courses: The Network Engineer course covers Hardware, Software, Networking, Security, Cisco Switching & Routing and Microsoft Server 2016 and Microsoft Azure Architect (Cloud) courses.. Estimate duration of the Network Engineer course is 260 hours, should you study 1 hour per day you could complete the courses in less ...
Category: IT, Software Show All Courses
Network Administration Training Courses & Certifications
(3 days ago) Network management and administration refers to all of the activities associated with designing, building, monitoring, and maintaining computer and telecommunication networks. In a small office, one person may be responsible for performing all of these activities as an IT Specialist.
Category: IT, Design Show All Courses
Online Network Administrator Course | reed.co.uk
(7 days ago) Learn to become a Network Administrator with an online course today. The Network Administrator course covers some of the most critical network administration skills sets. Get the training you need with expert-led courses right here. Network Administrator Career A career in network administration is full of possibilities today. With the need for IT staff at an all-time high, there are countless ...
Category: IT Show All Courses
Network Administration Online Training Courses from CBT Direct
(1 months ago) network administration Online Training Courses CBT Direct's online training is the key to a successful career in network security and the continuously growing field of Information Technology. Computer network jobs, including network security and network management, are expected to be one of the fastest growing occupations through 2016.
Category: IT Show All Courses
Free IT Networking Fundamentals Tutorial - Online Courses
(5 days ago) Network support, desktop support, core router and switch support, voice networking, security engineer...the choice is overwhelming. This series of taster lessons will let you dip your toes into a large number of courses to see which one you like the best. The courses take you from beginner level (A+ to up advanced with Cisco CCNP).
Category: IT Show All Courses
Network Administration Degree | Online Bachelor's Program
(13 days ago) Hone Your network administration Skills and Enhance Your Career Prospects. The network administration bachelor's degree program is intended for students seeking to gain training in the major areas of network operations and administration, which include user support and troubleshooting, infrastructure configuration and maintenance, and network operations management.
Category: Online Courses Show All Courses
15 Best Affordable Networking and Network Administration ...
(4 days ago) The computer network administration option includes the study of emerging technologies, the configuration of network components, network security, and network operating systems. Within the 124-credit-hour curriculum, students take eight courses in statistics, accounting, and marketing as well as five network administration courses and 11 core ...
Category: Accounting, IT, Marketing, Credit Show All Courses
Network Administration Bachelor's Degree Online
(2 days ago) Along with core courses in network architecture, security, and maintenance, network administration coursework includes web development, innovative technologies, and web communications. Most programs include courses in internet law, ethics, and policy, ensuring graduates understand industry limitations and allowances.
Category: Development, IT Show All Courses
Online Network Administration Program Michigan | Career Quest
(13 days ago) To learn more about the 100% online network administration program and how it'll pave the path for life-long career opportunities, keep reading! Fully Online IT Support Training in Michigan At Career Quest Learning Centers, you can enter the growing IT field by completing our online network administration certificate program.
Category: IT Show All Courses
Network Administrator Training, Jobs, Salary ...
(2 days ago) With demand for network professionals going strong, it's an ideal time to begin or advance your network administration career. Universities, colleges and private computer schools offer a range of network administrator training and degree programs. Compare network administrator courses & degrees in the U.S. and online.
Category: IT Show All Courses
Learning Center
(3 days ago) The SBA offers a variety of online courses to help you start and run your business.
Category: Business Show All Courses
Network+ (Plus) Certification | CompTIA IT Certifications
(2 days ago) Whether you're looking for in-classroom or live online training, CompTIA offers best-in-class instructor-led training for both individuals and teams. You can also find training among CompTIA's vast network of Authorized Training Partners. Training for You Training for Your Groups CompTIA Training Partners
Category: Online Courses Show All Courses
Certifications - Training & Certifications - Cisco
(2 days ago) Our updated training and certification program offers a direct route to your technology career aspirations. Explore our catalog to learn about associate, professional, expert, and supplemental exams that earn you specialist certifications — plus credit toward recertification on all paths.
Category: IT, Credit Show All Courses
Network Administrator | Certified Network Administrator ...
(12 days ago) Network administrators analyze, test, troubleshoot and evaluate existing network systems, such as local area network (LAN), wide area network (WAN) and internet systems or a segment of a network system. They perform network maintenance to ensure networks operate correctly with minimal interruption. People in this career often have these skills:
Category: IT Show All Courses
How to become a network administrator: A cheat sheet ...
(3 days ago) Starting out in a network administrator role, IT professionals have a wide range of career paths to choose from, according to Zippia's Working as a network administrator profile. Network ...
Category: IT Show All Courses
Become a Network Administrator - LinkedIn
(1 months ago) Network administrators play a vital role in managing and maintaining an organization's computer network. Begin your career in information technology (IT) as a network administrator, and learn the ...
Category: IT Show All Courses
Free Online Information Technology IT Training Courses ...
(2 days ago) Alison's range of free online IT training courses includes clear and simple lessons on how to develop software, manage computer networks, and maintain vital IT systems across computers and phones. In today's digital world, these pieces of technology facilitate almost everything we do in our personal and professional lives.
Category: IT, Software Show All Courses
edX | Free Online Courses by Harvard, MIT, & more | edX
(2 days ago) Access 2000 free online courses from 140 leading institutions worldwide. Gain new skills and earn a certificate of completion. Join today.
Category: IT Show All Courses
How to Become a Network Engineer - IT Training & Certification
(2 days ago) Supplement Your Skills With Networking Training and Courses. Training courses and IT certifications are a great way to supplement on-the-job training. With networking training courses, you'll learn about operating systems, information security, network administration and programming essentials.
Category: IT Show All Courses
Network Administrator courses online for IT professionals
(21 days ago) Follow one of our Network Administrator courses online via OnlineITcourses.com. We offer a wide range of courses in the field of Network Administrator. Our training courses make use of extensive videos with instructions and hands on exercises. We have selected the best courses for each knowledge level.
Category: IT Show All Courses
How to Become a Network Administrator: The Info You Need ...
(2 days ago) The fields offering the highest network administrator salaries in 2017 were the information industry as well as the finance and insurance industries. 1. Is a network administration career in your future? Now you're aware of how to become a network administrator and what this tech career entails.
Category: Finance, Insurance Show All Courses
Online Network Administration Degree - Bachelor Degree ...
(4 days ago) An Online network administration Degree from an.edu provides career training as well as skills in computer hardware, software and Local Area and Wide Area Networking, basic and advanced server configuration, server management and security all on a flexible schedule.
Category: IT, Software Show All Courses
Online Network Administration Degree | USNews.com
(4 days ago) Earning a network administration bachelor's degree online is a step toward a hands-on career working with computers. Computer networks are the backbone of the technology-driven world, and network ...
Category: IT Show All Courses
Top Online Courses in Computer Networking 2020
(6 days ago) Therefore, students who've completed the right online courses may find a wide variety of jobs available, including occupations such as computer programmer, network engineer, network analyst, network technician, database administrator, and computer repair specialist. Finding your ideal school for online courses is simple.
Category: Online Courses Show All Courses
Online Network Systems Administration Degree | Rasmussen ...
(12 days ago) Through career-focused curriculum, practical online network administrator training and hands-on opportunities in your classes, you can prepare for a successful career across a wide range of industries. Our cutting-edge curriculum is also designed to help prepare students to complete certification exam requirements prior to sitting for industry ...
Category: IT, Design Show All Courses
Online Network Administration Degree Programs
(5 days ago) As these names suggest, your program of study will be heavily focused on computer science. Expect an online networking administration degree to include core courses in information technology (IT), networking server administration, databases, programming, network systems administration, telecommunications, computer security and web development.
Category: Development, IT Show All Courses
Network Administrator Training Program in Ontario | AOL
(7 days ago) Address: 100 York Boulevard, Suite 400 Richmond Hill, ON, L4B 1J8. Phone: 1-855-996-9977 Email: [email protected]
Category: IT Show All Courses
Course List for Network Systems Administration
(3 days ago) In addition, you'll learn about virtualization technologies, desktop repair and maintenance, scripting, and more. Your hands-on training also includes system administration, project management and operating system security. This degree is the ticket to a promising career.
Category: IT Show All Courses
Network Administration for Beginners Online Training
(3 days ago) Start by learning more about the top rated online network administration programs. With networking training courses, you'll learn about operating systems, information security, network ...
Category: IT Show All Courses
Free Network Administration Courses | Courseing
(11 days ago) network administration Courses for free | Courseing. To help meet the growing demand for Linux professionals, our Linux Online Training is designed to offer you an excellent opportunity to learn directly from experienced Linux professionals.
Category: IT, Design Show All Courses
Free Online Business & Management Courses - FutureLearn
(2 days ago) Further your career with communication, networking and project management courses. Take leadership training with top universities and business schools. Further your career with an online communication, leadership, or business management course. Data Analytics. Digital Marketing. Entrepreneurship.
Category: Business, IT, Marketing Show All Courses
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Main Library
This library contains CADRE resources as well as State, Lead Agency and Parent Center resources. Please note that CADRE makes no endorsement of the State, Lead Agency and Parent Center resources included here, nor of any policies, procedures, processes, or documents specific to any item.
AJE - Facilitating Change
AJE - Fact Sheet
- Download AJE-1 Fact-Sheet.pdf (199.96 KB)
AJE - The Special Education Process
- Download AJE-2 Special-ed-process.pdf (297.3 KB)
AK - Parent Guide - Education and the Exceptional Child
- Download AK-5 2007_Parent Guide_English.pdf (442.35 KB)
AK - Special Education Mediation Services
AK PTI - IEP Meetings: What to Expect Before, During & After the Meeting
- Download AK PTI-1-IEP Brochure2009.pdf (310.91 KB)
DC - Facilitated Resolution Meeting-One pagers.pdf
DC - Fact Sheet - Interagency Coordinating Council
DC - Families Have Rights - Procedural Safeguards 2010 (Part C)
- Download DC-2 Part C Family Rights.pdf (286.68 KB)


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Your Screen, a Warped Mirror
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In our Arts & Culture section, Litro explores the intersections between arts and culture, lifestyle, living and travel. Including Theatre reviews and dispatches from live cultural events from across the globe; with features on forthcoming exhibitions, public art, contemporary artists, and Litro's own performance series, Litro Live! And everything else in between.


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Your new local supplier of pipes, waterpipes, vaporizers, hookahs, smoking accessories, raw glass tubing & rods and even beverages! Come on down & take a look! :) Located in the Hersey Business Park.
Handblown Glass, Illadelph, ROOR, HBG, AMG, Nectar, Iolite, Dicroic Alchemy, Noble Glass, Glass Tubing, Glass Rods, Simax Glass, Chinese Glass, Sharpstone
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(541) 842-5757
1395 Center Dr, Medford, OR
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299 E Hersey St, Ashland, OR
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- Figluster's Mudfish
- Item Level 60
- Sell Price: 8
Can be fished from Nagrand's rivers and lakes. Pools can be found throughout the same areas.
Shares pool spawn locations with Pure Water and Icefin Bluefish.
Figluster's Mudfish as an ingredient
This item is used to make:
Patch changes
/ Patch 2.0.1 (05-Dec-2006): Added in Burning Crusade.
External links
Community content is available under CC-BY-SA unless otherwise noted.


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Out of 30 NBA teams, 28 issued official statements on Twitter regarding the George Floyd killing. The only two teams that failed to issue a statement with the New York Knicks and San Antonio Spurs, as of the morning of June 3.
Spurs coach and team president Gregg Popovich condemned police brutality, white privlege and leadership issues in an interview with The Nation. The Spurs organization have not yet publicly backed Popovich's comments.
Out of those 28 teams, 26 cited Floyd by name, but only six official statements released on Twitter included the words police, law enforcement, or those in uniform. The Washington Wizards released possibly the strongest statement, notably doing so on behalf of their players, including the phrase, "We will no longer tolerate the assassination of people of color in this country."


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Now you can get video consultation appointments with our selected specialists in just Re. 1 by paying via JazzCash wallet
Top Verified Hepatologists in Karachi
Internal Medicine Specialist, Pediatric Gastroenterologist, Hepatologist, Gastroenterologist
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Dr. Faisal Wasim Ismail is a Hepatologist and Gastroenterologist. He has a MBBS, FCPS, FCPS and MACG (USA) degree. He is also a member of Pakistan Medical and Dental Council (PMDC). Dr. Faisal Wasim Ismail practices as a Hepatologist at AKUH Consulting Clinic and charges respectively. You can book an appointment with Dr. Faisal Wasim Ismail by calling us or using the 'book appointment' button or by calling at this number 02138140600. Dr. Faisal Wasim Ismail is a very proactive Hepatologist who likes to raise awareness about medical issues and uses writing as a main medium to do it.
Click HERE to book an appointment with Dr. Faisal Wasim Ismail. Or, you can also call at 02138140600 from 9 AM to 11 PM to book appointment with Dr. Faisal Wasim Ismail.
Dr. Faisal Wasim Ismail has the following degrees: MBBS, FCPS, FCPS, MACG (USA)
Practice location/s and timing for Dr. Faisal Wasim Ismail are:
Book an online video consultation


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Maintaining Company Culture During Stressful TimesDismiss Notice
How do you maintain a positive company culture during a time of social distancing, economic uncertainty, and health worries? Click here to learn more.
Ideas for new yard
Discussion in 'Nurseries and Growers' started by HazellLawnCare, Jan 1, 2006.
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text: So, Diwali is here. Happy Diwali. As it is so long that we met, I decided to upload a new post. But before uploading I thought that it would be better if I provide you with any visual. A picture is worth a thousand words. Similarly a video comprises of thousands of pictures. You must watch my hindi speech I gave on the auspicious occasion of Diwali in school. Our music teacher- Mrs. Rakhi Dabral ma'am recorded it and uploaded it on her youtube channel. So if you watch this video you'll really be excited about Diwali. You'll get to see a thousand pictures. Each picture will lead to thousand words. Multiply them. They're ten lakh words. Although this is only a two and a half minuted speech of around three hundred words you can feel the energy and feeling of the remaining number of words. Thank you.


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A few days ago, I asked who was the asshole who voted to kick a girl out of school for shaving her head in support of her friend who is battling cancer.
The answer is: Bill Newcomer.
Endangered Gorilla Is Expecting 1st Baby In New Orleans' Zoo
40 minutes ago


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Technology Sourcebook
Bel-Ray No-Tox oven chain lubricant
September 7, 2016
Lubricating up to 1,652°F, the Bel-Ray No-Tox solid, food-grade oven chain lubricant is NSF H1 registered for use where incidental food contact may occur. Kosher and Pareve approved and Halal certified, the lubricant also is suitable for conveyors and bearings in high-temperature commercial ovens.
Bel-Ray Company, LLC; 732-938-2421; www.belray.com
I want to hear from you. Tell me how we can improve.


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Thank you so much to everyone that has ordered a mask and/or supported our handmade business through social media sharing! As of today (4/25) all current mask orders have been stitched up and are either on their way or will be to their new homes soon!
The love and support of our local community has truly reinvigorated, for me, what being a small business is all about and I have some excited new things going on behind the scenes!
Here is a little sneak peek at some of the fun fabric I'm about to dig into next week! This fabric will not be used for mask-making, I will be building on the product lines that are the basis for my handmade business.
Stay safe, and sending cyber hugs!!!


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|Followers 4
|Travel Deals
"Transactional analysis across the world"
World Transactional Analysis Conference theme of the conference was chosen to allow the widest possible range of presentation topics if it is about TA, then it stands every chance of being included in the program. Although we often think of there being only the four fields of application that are the basis for our international exams, there are many other ways in which TA can be used and which do not always fit neatly under those four headings. Join us in this great opportunity as we bring together our wide international membership of the TA community, across all four fields of TA, including all TA approaches, from our foundations to today, to form vibrant and connected environment in which we can all showcase, explore and celebrate our diversity as well as our shared values.
Timings9:00 AM - 6:00 PM (General)
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Editions16 - 18 Jul 2020
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World TA Conference 2020 Ltd Newly listedUK 1 Upcoming Events
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Venue Map & Directions
Hilton Birmingham Metropole
The NEC Birmingham, Pendigo Way, Marston Green, Birmingham B40 1PP
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I have started a Google Classroom for all my classes. Please check your school email and accept the invitation.
Degrees and Certifications:
B.M. Jazz Performance(Upright and Electric Bass) B.A. Music Education M.A. Music(Composition)
Mr. Guy Percy
Hello, I am Mr. Percy. My students call me Mr. P. I've been teaching in Johnston County for my entire 23 years. From 1997-2005 I taught band at BMS. From 2005-2015 I taught elementary orchestra across the county and I then returned home to BMS in 2015. I still perform in various jazz and rock bands as well as local theater work. My life revolves around family and music. I have a beautiful wife(Vanda) and daughter(Liz) and we have resided in the Benson area for over 20 years.
Please feel free to email me any time. I check my email frequently and it's the best way to reach me.
8:20-9:30 Planning
9:32-10:37 5th Grade
10:39-11:44 7th Grade
11:47-1:08 Lunch/Power
1:11-2:16 6th Grade
2:18-3:30 8th Grade
School Announcements
JCPS Announcements
JCPS delays summer athletic workouts until further notice
After careful review of the current trends regarding COVID-19, Johnston County Public Schools will delay voluntary workouts for high school fall sports athletic teams until at least July 20...
JCPS considering three reopening scenarios for 2020-2021 school year
Johnston County Public Schools has begun planning three possible reopening plans for the 2020-2021 school year in response to the current COVID-19 pandemic. Based upon recently released documents provided to all school districts...
JCPS Return to Summer Activities Plan
The North Carolina High School Athletic Association announced on Monday that local school districts will have discretion over how to resume athletic activities for the 2020-2021 school year...
Help JCPS fulfill student needs
JCPS is now on Purposity, an app that works much like Donors Choose, to fulfill needs that our students have. Please help Student Services reach their goal of 300 followers on Purposity to unlock the app's full benefits for our students...


text: The reply to the question as to how often one needs to change the tyres of the car is dependent upon various factors. The driving habits with the driver, the path condition, and also the climate. There isn't any steadfast rule regarding the exact time as to when the tyre http://opensocialfactory.com/story4644701/performance-car-parts


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Thousands of Syrians marched Monday in the southern town of Daraa after the funeral of a protester killed in the previous day's demonstration inspired by revolts in Tunisia and Egypt, a resident said.
The resident said "a mass of demonstrators started to march from the cemetery towards Al-Omari mosque after the burial" of Raed Akrad, who was killed by security forces on Sunday when they used live ammunition to break up a protest.Full Story
The United States, Britain and France pounded targets in Libya with airstrikes and Tomahawk missiles on Saturday, in a campaign to prevent Moammar Gadhafi from crushing a month-old uprising against his rule.
Libyan state television said a French plane was shot down, as an official in Tripoli denounced the "barbaric aggression" despite its announcement of a ceasefire in a month-long showdown against rebels.Full Story
French Sports Minister Chantal Jouanno said on Thursday that she hopes France coach Laurent Blanc does not recall Franck Ribery and Patrice Evra for the country's forthcoming matches.
Ribery and Evra received bans of three and five games respectively for their roles in the France squad's mutiny at last year's World Cup in South Africa and have not played for Les Bleus since the end of the tournament.Full Story
Libyan leader Moammar Gadhafi's son on Wednesday told "this clown" French President Nicolas Sarkozy to "give us back our money" allegedly used to finance his 2007 election victory.
Seif al-Islam told Euronews that "we have all the details and are ready to reveal everything" as Gadhafi's forces closed in on rebels in the eastern city of Benghazi who France recognized as Libya's legitimate representatives.Full Story
The U.N. Security Council on Monday held talks on Libya, as France said it hoped that Arab League support for a no-fly zone would be a "game-changer" in securing international action.
As he entered the talks, French envoy to the Security Council Gerard Araud said Lebanon -- as the current Arab representative on the Security Council -- would also be working to sway opponents of a no-fly zone, led by China and Russia.Full Story
A European source revealed that European nations have received an explanation from France on the current governmental situation in Lebanon where they were informed of how caretaker Prime Minister was replaced by Prime Minister-designate Najib Miqati, revealed the pan-Arab daily al-Hayat Sunday.
The manner in which Hariri was replaced has created an imbalance in power in Lebanon that had been established by the Taif Accord and the Doha agreement, "which set the rules of the political game in Lebanon for a while."Full Story
Western powers ramped up pressure on Moammar Gadhafi Friday, with France calling for targeted strikes if he bombs his people, as a crisis summit exposed an EU rift over how to force the Libyan leader out.
The pivotal summit, capping 48 hours of talks also involving NATO defense ministers and European Union foreign ministers, opened with the 27-nation bloc divided over military action as well as a British-French push for formal recognition of Gadhafi's opponents.Full Story
Libya is planning to cut its diplomatic relations with France after French President Nicolas Sarkozy recognized rebels opposed to Moammar Gadhafi, the official Jana news agency reported Thursday.
The Tripoli government would "consider severing ties with France after information about the dangerous intervention in Libyan affairs," a foreign ministry official was quoted as saying by Jana.Full Story
French Foreign Minister Alain Juppe on Thursday said Paris and Berlin were calling on their European Union partners to engage in dialogue with Libyan opposition leaders.
Speaking after talks with German Foreign Minister Guido Westerwelle, Juppe said, "We are on the same track to say Colonel Gadhafi is discredited, he must go, we must engage dialogue with the new Libyan representatives."Full Story
Nicolas Sarkozy will on Thursday meet envoys of Libya's rebel national council which is fighting to oust strongman Moammar Gadhafi, the French president's office said.
Sarkozy would meet Mahmoud Jibril and Ali Essaoui to discuss the "general situation in Libya, in particular the humanitarian situation and the actions of the national council," a statement said.Full Story


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'Carpool Karaoke' with Durban's 'Señorita' singing sensation
Updated | By East Coast Breakfast
A six-year-old singing sensation has wowed social media with her breathtaking voice. Her dream is to become a performing artist.
A six-year-old singing sensation has wowed social media with her breathtaking voice. Her dream is to become a performing artist.
Listen to to the audio or read the details below:
Move over Shawn Mendes and Camila Cabello, there's a new 'Señorita' in town - and her name is Eliana.
Eliana sings perfectly along to the duo's smash hit whilst her mom caught her on camera in their car.
Also read: John Cena raps Sho Madjozi's song word for word
The little star has been singing since the age of two and doesn't seem to want to give it up anytime soon. Her artistic icon is Ariana Grande and one day she hopes to have a meet-and-greet with her at a concert.
Also read: Awww! Doctor calms baby during blood tests by singing to her
When we received the video, we knew we had to share it with you as well.
We received this adorable video, and it's a perfect pick me up for a Monday! #ECRBreakfast pic.twitter.com/UJtMvL4Mf2— East Coast Breakfast with Darren Maule (@ECRBreakfast) November 18, 2019
Watch her interview this morning:
Show's Stories
Superstar Minnie Ntuli confirms performance at #ComeTogetherForMadiba virtual event
She is a beautiful talented human, always gets the party started and she...Stacey & JSbu 10 hours ago
Holly Rey set to perform at the #ComeTogetherForMadiba virtual event
Yes KZN, you heard right! Holly Rey has confirmed and will be performing...Stacey & JSbu 12 hours ago


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peaches017 got their new web page design by running a design contest:
$550 Total Prize for Math.info [NO Code!]
Check out peaches017's Web page design contest…
The Brief
Soft edges. Simple and attractive. Gentle colors.
Company name
What's your vision?
Desired Color Scheme: Dark Blue and Orange Desired Style: Up to the designer Accepted File Formats: .PSD This will be a resource site for anyone that needs help in math. It will feature tutors in their area, sample problems, explanations of concepts, and possibly math games. The site needs to looks professional, something that looks trustworthy but still "cool" to kids. I want to stress simplicity of both design and navigation, the last thing I want is for the user to leave the site because it looks too intimidating. Clever ad integration is a must as well. The logo should be simple and attractive. I would like .INFO to be included on the banner, but I don't want it to overpower Math. I need both external and internal pages The sections should be Home, Problems, Thoeries, Tutors, FAQ, Contact US The advertisemenets will be google adsense
The Brief
$400 Custom package
Every design category has flexible pricing for all budgets. Web page design starts at ¥64,499.
File deliverables
Full copyright with production-ready files for digital and/or print.
It all began with a design brief.
A quick, interactive guide helped them understand their design style and captured exactly what they needed in their web page design.
Designers across the globe delivered design magic.
design entries
You'll get loads of concepts from experienced designers around the globe.
Work with talented, professional Web page design designers to turn your ideas into reality.
Select your favorite custom Web page design (Or two! Or three!). And the design is all yours.
peaches017 collaborated with designers to refine their ideas
Rate designs
When design entries come in, you can rate them so designers know what you're looking for in your logo design.
Give feedback
99designs has great collaboration tools so you can pinpoint and capture your ideas
And then… they selected 2 winners!
Along the way, they met lots of talented designers…
We think contests are a super fun way to get design.
Recently completed contests:
The world's best water softener website page
We sell water softeners and water filtration equipement for domestic homes, we provide the installation and the product
3 page design for web hosting company
SmartHost.ie is a web hosting company that aims to provide class-leading hosting services and solutions in the Irish mar
Active Headphone website redesign
We sell headphones for the active lifestyle. We created the 1st and only over-ear headphone designed for anybody to actu
Feminine Consultant Home Page Design
The Lab Collective is a marketing consultancy that works with ranging from startup to enterprise marketing organizations
Redesign an old website for a benevolent organization
The Grand Lodge of the Masons of California is the HQ of Freemasonry for the state of California. It is a non-profit org
IT Consultancy website design
- Ascend is Canada's 'First and Most Trusted' partner of OneStream software implementation. Ascend provides clients with
New Homepage Design for a Wordpress Development Company in California
We provide full stack Wordpress development services. Our clients include graphic designers, creative agencies (branding
Consultancy with a story
Salaria Group is a business development consultancy. We help businesses get meetings with other businesses that want to
Colored and refined website for a start-up
Our sofware allow companies to create and set up a workflow in 5 minutes. Small and medimum companies can easily create
Client & Software Lead Generation Website
My company does lead generation for clients such as lawyers, real estate agents, and others. We provide all the creative
Roofing company website design
We are a roofing company with a better process than the big guys and are able to offer our service at a 15% discount. We
WeMetal Website Redesign
WeMetal is a roofing business. We are a small company with only one crew. Our audience is people who are thinking of ha


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Due to the COVID19 restrictions, the MSU Tennis Center will be closed for several more weeks, making it necessary to cancel our junior and adult summer programs. During this period, please direct any questions regarding MSU programs to Heather Mactaggart at email@example.com Thank you very much and we look forward to seeing you back on the courts before too long.
Adult Cardio Tennis $14/session or 12 sessions - $140
Drills, drills and more drills with music playing, people yelling and all kinds of fun taking place. Oh and you might even burn some calories. Thirty minutes of heart-pumping drills and 30 minutes of fun point play. Must be able to rally and serve.
Low Intermediate players and above.
First time is free!
Classes are offered many times a week. SEE BELOW. Must be 18 years or older.
Want a cardio workout with less intensity? Try out our Cardio Lite classes.
Beginners to Advanced Beginners up to 3.0 players.
Cardio Classes
Monday - Thursday 6:00pm - 7:00pm
Cardio Lite Classes
Tuesday 12:00pm - 1:00pm
Walkers Club - Thursdays 12:00pm - 1:00pm
Sign up to come and walk at the MSUTC on Thursdays 12pm - 1pm.
Please wear tennis shoes. Running shoes are allowed as you will only be walking!!
Call 517-355-2209 to reserve your spot. NO CHARGE.
FREE PARKING always at the MSU Tennis Center.
Sign-up is required for any class, lesson or event.
Call 517-355-2209


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(2) ditional human knowledge about the entity type constraints on the relation arguments, which can usually be derived from the definition of a relation type. Imposing these constraints further improves the precision of the final relation extractor. Empirical evaluation on the ACE 2004 data set shows that our proposed method largely outperforms two baseline methods, improving the average F1 measure from 0.1532 to 0.4132 when only 10 seed instances of the new relation type are used.. 2. Related work. Recent work on relation extraction has been dominated by feature-based and kernel-based supervised learning methods. Zhou et al. (2005) and Zhao and Grishman (2005) studied various features and feature combinations for relation extraction. We systematically explored the feature space for relation extraction (Jiang and Zhai, 2007b) . Kernel methods allow a large set of features to be used without being explicitly extracted. A number of relation extraction kernels have been proposed, including dependency tree kernels (Culotta and Sorensen, 2004), shortest dependency path kernels (Bunescu and Mooney, 2005) and more recently convolution tree kernels (Zhang et al., 2006; Qian et al., 2008). However, in both feature-based and kernel-based studies, availability of sufficient labeled training data is always assumed. Chen et al. (2006) explored semi-supervised learning for relation extraction using label propagation, which makes use of unlabeled data. Zhou et al. (2008) proposed a hierarchical learning strategy to address the data sparseness problem in relation extraction. They also considered the commonality among different relation types, but compared with our work, they had a different problem setting and a different way of modeling the commonality. Banko and Etzioni (2008) studied open domain relation extraction, for which they manually identified several common relation patterns. In contrast, our method obtains common patterns through statistical learning. Xu et al. (2008) studied the problem of adapting a rule-based relation extraction system to new domains, but the types of relations to be extracted remain the same. Transfer learning aims at transferring knowledge learned from one or a number of old tasks to a new task. Domain adaptation is a special case of transfer learning where the learning task remains the same but the distribution. of data changes. There has been an increasing amount of work on transfer learning and domain adaptation in natural language processing recently. Blitzer et al. (2006) proposed a structural correspondence learning method for domain adaptation and applied it to part-of-speech tagging. Daume III (2007) proposed a simple feature augmentation method to achieve domain adaptation. Arnold et al. (2008) used a hierarchical prior structure to help transfer learning and domain adaptation for named entity recognition. Dredze and Crammer (2008) proposed an online method for multi-domain learning and adaptation. Multi-task learning is another learning paradigm in which multiple related tasks are learned simultaneously in order to achieve better performance for each individual task (Caruana, 1997; Evgeniou and Pontil, 2004). Although it was not originally proposed to transfer knowledge to a particular new task, it can be naturally used to achieve this goal because it models the commonality among tasks, which is the knowledge that should be transferred to a new task. In our work, transfer learning is done through a multi-task learning framework similar to Evgeniou and Pontil (2004).. 3 Task definition Our study is conducted using data from the Automatic Content Extraction (ACE) program1 . We focus on extracting binary relation instances between two relation arguments occurring in the same sentence. Some example relation instances and their corresponding relation types as defined by ACE can be found in Table 1. We consider the following weakly-supervised problem setting. We are interested in extracting instances of a target relation type T , but this relation type is only specified by a small set of seed instances. We may possibly have some additional knowledge about the target type not in the form of labeled instances. For example, we may be given the entity type restrictions on the two relation arguments. In addition to such limited information about the target relation type, we also have a large amount of labeled instances for K auxiliary relation types A1 , . . . , AK . Our goal is to learn a relation extractor for T , leveraging all the data and information we have.. 1013. 1. http://projects.ldc.upenn.edu/ace/.
(3) Syntactic Pattern arg-2 arg-1. arg-1 of arg-2. arg-1 [verb] arg-2. Relation Instance Arab leaders his father South Jakarta Prosecution Office leader of a minority government the youngest son of ex-director Suharto the Socialist People's Party of Montenegro Yemen [sent] planes to Baghdad his wife [had] three young children Jody Scheckter [paced] Ferrari to both victories. Relation Type (Subtype) OTHER-AFF (Ethnic) PER-SOC (Family) GPE-AFF (Based-In) EMP-ORG (Employ-Executive) PER-SOC (Family) GPE-AFF (Based-In) ART (User-or-Owner) PER-SOC (Family) EMP-ORG (Employ-Staff). Table 1: Examples of similar syntactic structures across different relation types. The head words of the first and the second arguments are shown in italic and bold, respectively. NP. Before introducing our transfer learning solution, let us first briefly explain our basic classification approach and the features we use, as well as two baseline solutions.. NPB. 3.1 Feature configuration We treat relation extraction as a classification problem. Each pair of entities within a single sentence is considered a candidate relation instance, and the task becomes predicting whether or not each candidate is a true instance of T . We use feature-based logistic regression classifiers. Following our previous work (Jiang and Zhai, 2007b), we extract features from a sequence representation and a parse tree representation of each relation instance. Each node in the sequence or the parse tree is augmented by an argument tag that indicates whether the node subsumes arg-1, arg2, both or neither. Nodes that represent the arguments are also labeled with the entity type, subtype and mention type as defined by ACE. Based on the findings of Qian et al. (2008), we trim the parse tree of a relation instance so that it contains only the most essential components. We extract unigram features (consisting of a single node) and bigram features (consisting of two connected nodes) from the graphic representations. An example of the graphic representation of a relation instance is shown in Figure 1 and some features extracted from this instance are shown in Table 2. This feature configuration gives state-of-the-art performance (F1 = 0.7223) on the ACE 2004 data set in a standard setting with sufficient data for training. 3.2 Baseline solutions We consider two baseline solutions to the weaklysupervised relation extraction problem. In the first. leader NN PER. 3. PP. 1. of IN 1. 0. 2. NPB. 2. government NN ORG. 2. Figure 1: The combined sequence and parse tree representation of the relation instance "leader of a minority government." The non-essential nodes for "a" and for "minority" are removed based on the algorithm from Qian et al. (2008). Feature ORG2 0 of government2 NP3 → PP2. Explanation arg-2 is an ORG entity. arg-2 is "government" and follows the word "of." There is a noun phrase containing both arguments, with arg-2 contained in a prepositional phrase inside the noun phrase.. Table 2: Examples of unigram and bigram features extracted from Figure 1. baseline, we use only the few seed instances of the target relation type together with labeled negative relation instances (i.e. pairs of entities within the same sentence but having no relation) to train a binary classifier. In the second baseline, we take the union of the positive instances of both the target relation type and the auxiliary relation types as our positive training set, and together with the negative instances we train a binary classifier. Note that the second baseline method essentially learns. 1014.
(4) a classifier for any relation type. Another existing solution to weakly-supervised learning problems is semi-supervised learning, e.g. bootstrapping. However, because our proposed transfer learning method can be combined with semi-supervised learning, here we do not include semi-supervised learning as a baseline.. 4. A multi-task transfer learning solution. We now present a multi-task transfer learning solution to the weakly-supervised relation extraction problem, which makes use of the labeled data from the auxiliary relation types. 4.1 Syntactic similarity between relation types To see why the auxiliary relation types may help the identification of the target relation type, let us first look at how different relation types may be related and even similar to each other. Based on our inspection of a sample of the ACE data, we find that instances of different relation types can share certain common syntactic structures. For example, the syntactic pattern "arg-1 of arg-2" strongly indicates that there exists some relation between the two arguments, although the nature of the relation may be well dependent on the semantic meanings of the two arguments. More examples are shown in Table 1. This observation suggests that some of the syntactic patterns learned from the auxiliary relation types may be transferable to the target relation type, making it easier to learn the target relation type and thus alleviating the insufficient training data problem with the target type. How can we incorporate this desired knowledge transfer process into our learning method? While one can make explicit use of these general syntactic patterns in a rule-based relation extraction system, here we restrict our attention to feature-based linear classifiers. We note that in feature-based linear classifiers, a useful syntactic pattern is translated into large weights for features related to the syntactic pattern. For example, if "arg-1 of arg-2" is a useful pattern, in the learned linear classifier we should have relatively large weights for features such as "the word of occurs before arg-2" or "a preposition occurs before arg-2," or even more complex features such as "there is a prepositional phrase containing arg-2 attached to arg-1." It is the weights of these generally useful features that are transferable from the auxiliary relation types. to the target relation type. 4.2 Statistical learning model As we have discussed, we want to force the linear classifiers for different relation types to share their model weights for those features that are related to the common syntactic patterns. Formally, we consider the following statistical learning model. Let ω k denote the weight vector of the linear classifier that separates positive instances of auxiliary type Ak from negative instances, and let ω T denote a similar weight vector for the target type T . If different relation types are totally unrelated, these weight vectors should also be independent of each other. But because we observe similar syntactic structures across different relation types, we now assume that these weight vectors are related through a common component ν: ωT. =. µT + ν,. k. =. µk + ν for k = 1, . . . , K.. ω. If we assume that only weights of certain general features can be shared between different relation types, we can force certain dimensions of ν to be 0. We express this constraint by introducing a matrix F and setting F ν = 0. Here F is a square matrix with all entries set to 0 except that Fi,i = 1 if we want to force νi = 0. Now we can learn these weight vectors in a multi-task learning framework. Let x represent the feature vector of a candidate relation instance, and y ∈ {+1, −1} represent a class label. Let T DT = {(xTi , yiT )}N i=1 denote the set of labeled instances for the target type T . (Note that the number of positive instances in DT is very small.) k And let Dk = {(xki , yik )}N i=1 denote the labeled instances for the auxiliary type Ak . We learn the optimal weight vectors {ˆ µk }K k=1 , T µ ˆ and νˆ by optimizing the following objective function:. 1015. µ. ¶ {ˆ µk } K ˆT , νˆ k=1 , µ ". =. L(DT , µT + ν). arg min {µk },µT ,ν,F ν=0. +. K X. L(Dk , µk + ν). k=1. +λTµ. T. 2. kµ k +. K X k=1. # λkµ kµk k2. + λν kνk. 2. .. (1).
(5) The objective function follows standard empirical risk minimization with regularization. Here L(D, ω) is the aggregated loss of labeling x with y for all (x, y) in D, using weight vector ω. In logistic regression models, the loss function is the negative log likelihood, that is, L(D, ω). =. X. −. log p(y|x, ω),. (x,y)∈D. p(y|x, ω). =. P. exp(ωy · x) . exp(ωy0 · x). y 0 ∈{+1,−1}. λTµ , λkµ and λν are regularization parameters. By adjusting their values, we can control the degree of weight sharing among the relation types. The larger the ratio λTµ /λν (or λkµ /λν ) is, the more we believe that the model for T (or Ak ) should conform to the common model, and the smaller the type-specific weight vector µT (or µk ) will be. The model presented above is based on our previous work (Jiang and Zhai, 2007c), which bears the same spirit of some other recent work on multitask learning (Ando and Zhang, 2005; Evgeniou and Pontil, 2004; Daume III, 2007). It is general for any transfer learning problem with auxiliary labeled data from similar tasks. Here we are mostly interested in the model's applicability and effectiveness on the relation extraction problem. 4.3 Feature separation Recall that we impose a constraint F ν = 0 when optimizing the objective function. This constraint gives us the freedom to force only the weights of a subset of the features to be shared among different relation types. A remaining question is how to set this matrix F , that is, how to determine the set of general features to use. We propose two ways of setting this matrix F . Automatically setting F One way is to fix the number of non-zero entries in ν to be a pre-defined number H of general features, and allow F to change during the optimization process. This can be done by repeating the following two steps until F converges: 1. Fix F , and optimize the objective function as in Equation (1). ¡ ¢ ¡ ¢ 2. Fix µT + ν and µk + ν , and for ¡ Tsearch T 2 T k µ , {µ } and ν that minimizes λµ kµ k + ¢ PK k 2 2 k k=1 λµ kµ k + λν kνk , subject to the constraint that at most H entries of ν are nonzero.. Human guidance Another way to select the general features is to follow some guidance from human knowledge. Recall that in Section 4.1 we find that the commonality among different relation types usually lies in the syntactic structures between the two arguments. This observation gives some intuition about how to separate general features from typespecific features. In particular, here we consider two hypotheses regarding the generality of different kinds of features. Argument word features: We hypothesize that the head words of the relation arguments are more likely to be strong indicators of specific relation types rather than any relation type. For example, if an argument has the head word "sister," it strongly indicates a family relation. We refer to the set of features that contain any head word of an argument as "arg-word" features. Entity type features: We hypothesize that the entity types and subtypes of the relation arguments are also more likely to be associated with specific relation types. For example, arguments that are location entities may be strongly correlated with physical proximity relations. We refer to the set of features that contain the entity type or subtype of an argument as "arg-NE" features. We hypothesize that the arg-word and arg-NE features are type-specific and therefore should be excluded from the set of general features. We can force the weights of these hypothesized typespecific features to be 0 in the shared weight vector ν, i.e. we can set the matrix F to achieve this feature separation. Combined method We can also combine the automatic way of setting F with human guidance. Specifically, we still follow the first automatic procedure to choose general features, but we then filter out any hypothesized type-specific feature from the set of general features chosen by the automatic procedure. 4.4. Imposing entity type constraints. Finally, we consider how we can exploit additional human knowledge about the target relation type T to further improve the classifier. We note that usually when a relation type is defined, we often have strong preferences or even hard constraints on the types of entities that can possibly be the two relation arguments. These type constraints can help us. 1016.
(6) Target Type T Physical Personal /Social Employment /Membership /Subsidiary AgentArtifact PER/ORG Affiliation GPE Affiliation. Discourse. Average. P R F P R F P R F P R F P R F P R F P R F P R F. BL 0.0000 0.0000 0.0000 1.0000 0.0386 0.0743 0.9231 0.0075 0.0148 0.8750 0.0343 0.0660 0.8889 0.0567 0.1067 1.0000 0.0077 0.0153 1.0000 0.0036 0.0071 0.8124 0.0212 0.0406. BL-A 0.1692 0.0848 0.1130 0.0804 0.1708 0.1093 0.3561 0.1850 0.2435 0.0603 0.2353 0.0960 0.0838 0.4965 0.1434 0.2530 0.4509 0.3241 0.0298 0.0789 0.0433 0.1475 0.2432 0.1532. TL-auto 0.2920 0.1696 0.2146 0.1005 0.1598 0.1234 0.5230 0.2617 0.3488 0.1813 0.6471 0.2833 0.1510 0.6950 0.2481 0.3904 0.6416 0.4854 0.0503 0.1075 0.0685 0.2412 0.3832 0.2532. TL-guide 0.2934 0.1722 0.2170 0.3069 0.7245 0.4311 0.5428 0.2648 0.3559 0.1825 0.6225 0.2822 0.1592 0.8369 0.2676 0.3604 0.5992 0.4501 0.0471 0.1147 0.0668 0.2703 0.4764 0.2958. TL-comb 0.3325 0.2383 0.2777 0.3214 0.7686 0.4533 0.5973 0.3632 0.4518 0.1835 0.6422 0.2854 0.1667 0.8794 0.2802 0.3560 0.6166 0.4513 0.1370 0.3477 0.1966 0.2992 0.5509 0.3423. TL-NE 0.5056 0.2316 0.3176 0.6412 0.7631 0.6969 0.7145 0.3601 0.4789 0.1967 0.6373 0.3006 0.1844 0.8723 0.3045 0.5824 0.6127 0.5972 0.1370 0.3477 0.1966 0.4231 0.5464 0.4132. Table 3: Comparison of different methods on ACE 2004 data set. P, R and F stand for precision, recall and F1, respectively. remove some false positive instances. We therefore manually identify the entity type constraints for each target relation type based on the definition of the relation type given in the ACE annotation guidelines, and impose these type constraints as a final refinement step on top of the predicted positive instances.. 5. Experiments. 5.1 Data set and experiment setup We used the ACE 2004 data set to evaluate our proposed methods. There are seven relation types defined in ACE 2004. After data cleaning, we obtained 4290 positive instances among 48614 candidate relation instances. We took each relation type as the target type and used the remaining types as auxiliary types. This gave us seven sets of experiments. In each set of experiments for a single target relation type, we randomly divided all the data into five subsets, and used each subset for testing while using the other four subsets for. training, i.e. each experiment was repeated five times with different training and test sets. Each time, we removed most of the positive instances of the target type from the training set except only a small number S of seed instances. This gave us the weakly-supervised setting. We kept all the positive instances of the target type in the test set. In order to concentrate on the classification accuracy for the target relation type, we removed the positive instances of the auxiliary relation types from the test set, although in practice we need to extract these auxiliary relation instances using learned classifiers for these relation types. 5.2 Comparison of different methods We first show the comparison of our proposed multi-task transfer learning methods with the two baseline methods described in Section 3.2. The performance on each target relation type and the average performance across seven types are shown in Table 3. BL refers to the first baseline and BLA refers to the second baseline which uses auxil-. 1017.
(7) 100 0.6265 0.1170 0.1847. 1000 0.3162 0.3959 0.2983. 10000 0.2992 0.5509 0.3423. 0.5 TL-comb TL-auto BL-A. 0.45 0.4 avg F1. λTµ P R F. Table 4: The average performance of TL-comb with different λTµ . (λkµ = 104 and λν = 1.). 0.35 0.3 0.25 0.2 0.15 0.1 100. iary relation instances. The four TL methods are all based on the multi-task transfer learning framework. TL-auto sets F automatically within the optimization problem itself. TL-guide chooses all features except arg-word and arg-NE features as general features and sets F accordingly. TL-comb combines TL-auto and TL-guide, as described in Section 4.3. Finally, TL-NE builds on top of TLcomb and uses the entity type constraints to refine the predictions. In this set of experiments, the number of seed instances for each target relation type was set to 10. The parameters were set to their optimal values (λTµ = 104 , λkµ = 104 , λν = 1, and H = 500). As we can see from the table, first of all, BL generally has high precision but very low recall. BL-A performs better than BL in terms of F1 because it gives better recall. However, BL-A still cannot achieve as high recall as the TL methods. This is probably because the model learned by BLA still focuses more on type-specific features for each relation type rather than on the commonly useful general features, and therefore does not help much in classifying the target relation type. The four TL methods all outperform the two baseline methods. TL-comb performs better than both TL-auto and TL-guide, which shows that while we can either choose general features automatically by the learning algorithm or manually with human knowledge, it is more effective to combine human knowledge with the multi-task learning framework. Not surprisingly, TL-NE improves the precision over TL-comb without hurting the recall much. Ideally, TL-NE should not decrease recall if the type constraints are strictly observed in the data. We find that it is not always the case with the ACE data, leading to the small decrease of recall from TL-comb to TL-NE. 5.3 The effect of λTµ Let us now take a look at the effect of using different λTµ . As we can see from Table 4, smaller λTµ gives higher precision while larger λTµ gives. 1000. 10000 H. Figure 2: Performance of TL-comb and TL-auto as H changes. higher recall. These results make sense because the larger λTµ is, the more we penalize large weights of µT . As a result, the model for the target type is forced to conform to the shared model ν and prevented from overfitting the few seed target instances. λTµ is therefore a useful parameter to help us control the tradeoff between precision and recall for the target type. While varying λkµ also gives similar effect for type Ak , we found that setting λkµ to smaller values would not help T because in this case the auxiliary relation instances would be used more for training the type-specific component µk rather than the common component ν. 5.4 Sensitivity of H Another parameter in the multi-task transfer learning framework is the number of general features H, i.e. the number of non-zero entries in the shared weight vector ν. To see how the performance may vary as H changes, we plot the performance of TL-comb and TL-auto in terms of the average F1 across the seven target relation types, with H ranging from 100 to 50000. As we can see in Figure 2, the performance is relatively stable, and always above BL-A. This suggests that the performance of TL-comb and TL-auto is not very sensitive to the value of H. 5.5 Hypothesized type-specific features In Section 4.3, we showed two sets of hypothesized type-specific features, namely, arg-word features and arg-NE features. We also experimented with each set separately to see whether both sets are useful. The comparison is shown in Table 5. As we can see, using either set of typespecific features in either TL-guide or TL-comb can improve the performance over BL-A, but the. 1018.
(8) TL-guide TL-comb BL-A. arg-word 0.2095 0.2215. arg-NE 0.2983 0.3331 0.1532. union 0.2958 0.3423. 6. Table 5: Average F1 using different hypothesized type-specific features. 0.6 0.5 avg F1. 0.4 0.3 0.2. TL-NE (1042) TL-NE (10 ) BL BL-A. 0.1 0 10. 100. 1000. S. Figure 3: Performance of TL-NE, BL and BL-A as the number of seed instances S of the target type increases. (H = 500. λTµ was set to 104 and 102 ). arg-NE features are probably more type-specific than arg-word features because they give better performance. Using the union of the two sets is still the best for TL-comb. 5.6 Changing the number of seed instances Finally, we compare TL-NE with BL and BL-A when the number of seed instances increases. We set S from 5 up to 1000. When S is large, the problem becomes more like traditional supervised learning, and our setting of λTµ = 104 is no longer optimal because we are now not afraid of overfitting the large set of seed target instances. Therefore we also included another TL-NE experiment with λTµ set to 102 . The comparison of the performance is shown in Figure 3. We see that as S increases, both BL and BL-A catch up, and BL overtakes BL-A when S is sufficiently large because BL uses positive training examples only from the target type. Overall, TL-NE still outperforms the two baselines in most of the cases over the wide range of values of S, but the optimal value for λTµ decreases as S increases, as we have suspected. The results show that if λTµ is set appropriately, our multi-task transfer learning method is robust and advantageous over the baselines under both the weakly-supervised setting and the traditional supervised setting.. Conclusions and future work. In this paper, we applied multi-task transfer learning to solve a weakly-supervised relation extraction problem, leveraging both labeled instances of auxiliary relation types and human knowledge including hypotheses on feature generality and entity type constraints. In the multi-task learning framework that we introduced, different relation types are treated as different but related tasks that are learned together, with the common structures among the relation types modeled by a shared weight vector. The shared weight vector corresponds to the general features across different relation types. We proposed to choose the general features either automatically inside the learning algorithm or guided by human knowledge. We also leveraged additional human knowledge about the target relation type in the form of entity type constraints. Experiment results on the ACE 2004 data show that the multi-task transfer learning method achieves the best performance when we combine human guidance with automatic general feature selection, followed by imposing the entity type constraints. The final method substantially outperforms two baseline methods, improving the average F1 measure from 0.1532 to 0.4132 when only 10 seed target instances are used. Our work is the first to explore transfer learning for relation extraction, and we have achieved very promising results. Because of the practical importance of transfer learning and adaptation for relation extraction due to lack of training data in new domains, we hope our study and findings will lead to further investigation into this problem. There are still many issues that remain unsolved. For example, we have not looked at the degrees of relatedness between different pairs of relation types. Presumably, when adapting to a specific target relation type, we want to choose the most similar auxiliary relation types to use. Our current study is based on ACE relation types. It would also be interesting to study similar problems in other domains, for example, the protein-protein interaction extraction problem in biomedical text mining.. References Rie Kubota Ando and Tong Zhang. 2005. A framework for learning predictive structures from multiple tasks and unlabeled data. Journal of Machine Learning Research, 6:1817–1853, November.. 1019.
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I am aware this real question is probably did to hell but i'd like your views – the length of time do you really wait to call after fulfilling someone while out and getting their quantity? Does the fact they seemed pretty play that is interested element?
Nobody really wants to appear obsessive you wait so that the person doesn't misinterpret that as a loss of interest so you of course dont want to smother someone immediately and wait – but how long do?
Can it be strange to simply text the day https://datingmentor.org/myladyboydate-review/ that is next two and state "What's up?"
14 response s
Waiting to phone is a sophomoric game people perform for reasons unknown in my experience. If you prefer the individual, call/text them when you want.
Thinking about any of it, the guys who've turned into intent on me have actually played the smallest amount of amout of "waiting game", they've frequently called or delivered a text within every day or two to getting my quantity. The few whom ended up being wishy washy were the ones who'd wait three or more times before asking for/planning a date.
We agree 100% with Facade. You have a connection, call if you actually like someone and think. What's the true point of waiting? It is a game also it's immature and is commonly played by individuals with small to no self-esteem. Don't forget to put your self available to you. If it really works, it really works. Or even, it is perhaps maybe not the final end around the globe.
I'd like to include to that particular by saying for as long after 10pm (many people do sleep early), or earlier than 1159am (many people sleep till noon), you should be fine as you don't call them. You their number, they are interested in getting to know you better if they gave. Be considerate.
What's the point of waiting in order to wait? Phone and express interest. Which is not stalkerish, Calling 20 times in twenty four hours isn't good needless to say.
I do believe in the event that you wait a long time to call it offers each other time for you to wonder when they did the best part of providing you their quantity. I recall providing a guy my number 1 night and then he called me personally when I got home simply to see if I experienced gotten house properly. We dated some time from then on.
girls like @Facade and @DrasticDreamer say that, but i've called/texted girls the day that is next plus they freak out that you're gonna be all clingy, rather than undoubtedly interested.
(no offense to @Facade or @DrasticDreamer, i'm certain love that is you're)
@eponymoushipster not all the girls are hip to your jive
@eponymoushipster They freaked out for you because they're the sort of girls that you don't wish to know anyhow. And view? Calling straight away and achieving them freak down had been evidence that any extra time invested on it will be squandered time.
@Facade no doubt. and possibly i'm just too damn sexy for many of those.
Wait.. don't wait… as long as your approach is truthful and light there's no good reason behind freaking of all kinds. Some girls are so accustomed to having mostly creepy guys call right away.. one that is genuinely interested doesn't get the same treatment as@Facade said some girls are just not hip to the jive… but in@eponymoushipster.
Waiting a few days will help offset the clingy factor… but any other thing more simply makes you seem aloof or like you're "playing it cool". which gets old fast.
We many thanks all for your input – perhaps it's simply a thing that is self-esteem/self-conscious i ought ton't feel inclined to hold back. We type of thought "what's the point in waiting?" myself (individuals hand out figures for a explanation for instance) but i recently desired some verification and understanding. Nobody really wants to come off being an obsessive stalker and i did son't would you like to make that variety of impression falsely by doing something that could've easily been avoided.
Therefore, what's your choice? Just how long do you want to wait to phone?
@chyna I think I've decided on @DrasticDreamer's as well as your perception. Actually i assume it is a fact that as you've also pointed out – they might be wondering why you're not calling if you wait too long if they are interested – they'll be happy to receive the phone call and. When they do freak out or back away – they do not deserve/appreciate the extra some time consequently they aren't well worth the investment.
therefore no further waiting as soon as once again, thank every body for helping me theorize right right here. More or less everybody made a fairly valuable recommendation. Used to do contact the individual in the day that is next they really seemed pretty excited to know from me personally. w00t.


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Dosu Kinuta is one of the three Genin from the Hidden Sound Village who entered the Chunin exam. He defeats Choji Akimichi during the exam. He is killed by Gaara.
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Blog about studying Japanese, travel in Japan and Japanese-related events in Brighton
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