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Which is the best CMS for .gov websites?
Content Management Systems Used by Government Agencies:Agriculture (Drupal)Animal Health Inspection Service (IBM WebSphere WCM)Economic Research Service (Umbraco)Farm Service Agency (Oracle UCM)Forest Service (Front end: IBM Websphere Portal; back end: Stellent [now Oracle UCM]. Transitioning to Drupal using a Forest Service curated Drupal distribution)Central Intelligence Agency (Plone)Commerce (Drupal)National Institute of Standards & Technology (CommonSpot)National Oceanic & Atmospheric Administration (DotNetNuke/SharePoint)National Telecommunications & Information Administration (Drupal/Proofpoint)Patent & Trademark Office (Drupal)U.S. Bureau of Economic Analysis (BEA) (IntranetConnections)U.S. Census Bureau (Adobe Experience Manager (AEM))Commodity Futures Trading Commission (Stellent)Consumer Financial Protection Bureau (WordPress/PHP)Consumer Product Safety Commission (EpiServer)Defense (DotNetNuke)Air Force (Broadvision (Portal))Defense Commissary Agency (Home-grown)Defense Finance & Accounting Service (Documentum/Plumtree/BizFlow)Defense Information Systems Agency (Sitecore)Defense Intelligence Agency (None)Defense Office of Military Commissions (DotNetNuke/SharePoint)Education Activity (CommonSpot)Marine Corps Community Services (In-house)Military Health System (Sitecore)Navy Enterprise Maintenance System (Documentum)Navy Personnel Command (Microsoft’s Content Management Server)Office of Naval Research (Sitecore for external, Sharepoint for intranet)Education (Drupal/WordPress)Energy (Drupal)Energy Information Administration (None)Lawrence Livermore Labs (Cascade Server by Hannon Hill)Office of Energy Efficiency & Renewable Energy (OpenText)Office of Scientific & Technical Information (Drupal/Confluence, Sharepoint)Sandia National Laboratories (Cascade Server by Hannon Hill/WordPress, Drupal, SharePoint)Western Area Power Administration (Serena Collage)Environmental Protection Agency (Drupal)Office of WaterRegion 8Farm Credit Administration (Serena Collage [not presently using it])Federal Communications Commission (Drupal/Documentum)Federal Reserve Board of Governors (RedDot)Federal Trade Commission (Drupal)General Services Administration (Percussion)GSA Intranet site (Websphere)Office of Citizen Services and Innovative Technologies (WordPress [DigitalGov - Building the 21st Century Digital Government], Drupal (http://USA.gov/GobiernoUSA.gov), Tumblr [USASearch], CM 1 from Percussion [http://Kids.gov])Health & Human Services (Percussion)Administration for Children & Families (Drupal)Administration on Aging (Content Studio)Center for Medicare & Medicaid Innovation (Percussion)Centers for Disease Control & Prevention (Percussion/Accenture tool)Centers for Medicare & Medicaid Services (Commercial Product)Food & Drug Administration (Oracle/Stellent v.10)National Cancer Institute (Percussion/Internet, Drupal/Intranet)National Cancer Institute/Division of Cancer Epidemiology and Genetics (Plone [Intranet], Percussion [Public-Facing])National Institute of Mental Health (Percussion)National Institutes of Health (Percussion)National Institutes of Health—Office of Human Resources (Percussion)National Library of Medicine (TeamSite/Adobe Contribute, Drupal, Custom built systems)Office of Communications and Education (Percussion)National Institute on Drug Abuse (Drupal)Homeland Security (Interwoven TeamSite)Citizenship & Immigration Services (Vignette)Coast Guard (Broadvision [Intranet])Customs & Border Protection (eXpressroom)Federal Emergency Management Agency (Drupal/TeamSite)Immigration & Customs Enforcement (Interwoven)Transportation Security Administration (Interwoven TeamSite)Housing and Urban Development (Oracle WebCenter)Interior (CommonSpot)U.S. Fish and Wildlife Service’s National Wildlife Refuge System (Ektron CMS 400)National Park Service (CommonSpot)Justice (Currently migrating to Drupal; expected completion: Spring 2015)Environmental & Natural Resources Division (RedDot)National Institute of Justice (SharePoint 2013/EZRO)Labor (None)Bureau of Labor Statistics (In-house system)Employment & Training Administration (webZerve)Library of Congress (Interwoven)Millenium Challenge Corporation (ExpressionEngine)National Aeronautics and Space Administration (Digital Asset Manager, eTouch Systems)Jet Propulsion Laboratory (Plone)Kennedy Space Center (Inmagic Presto)National Archives & Records Administration (Drupal)National Credit Union Administration (MS SharePoint 2010)National Endowment for the Arts (Drupal 7)National Institute of Standards and Technology (Drupal)National Labor Relations Board (Drupal)National Science Foundation (ePublish)Office of Inspector General (None)Office of Personnel Management (Umbraco)Peace Corps (Wagtail for external, Sharepoint for intranet)Pension Benefit Guaranty Corporation (Drupal (Acquia))Recovery Accountability & Transparency Board (SharePoint)Securities & Exchange Commission (Drupal)Senate (Documentum)Small Business Administration (Drupal)Smithsonian Institution (Interwoven)Social Security Administration (None)StateShareAmerica.gov (WordPress)Consular Affairs Percussion [Intranet])U.S. Embassy Websites (WordPress)IRM Business Center (In-house [PortalX 1.3])Tennessee Valley Authority (Dreamweaver/WordPress)Transportation (Drupal)Treasury (Microsoft SharePoint)Bureau of the Public Debt (None)Internal Revenue Service (Commercial Product/Vignette)Office of the Comptroller of the Currency (Commercial Product/SharePoint)U.S. Mint (None [Intranet])United States Agency for International Development (Documentum)U.S. Congress, Congressional Budget Office (Drupal public website, SharePoint intranet)United States Courts (Sitefinity [Intranet])United States Postal Service (Broadvision [e-commerce]/Interwoven [http://usps.gov])Veterans Affairs (TeamSite)Veterans Affairs Information Resource Center (Adobe Contribute)Veterans Health Administration (Interwoven TeamSite)Voice of America (Pangea)White House (Drupal)State GovernmentAgency or website (Tool, product or service)Arizona Government Information Technology Agency (Mambo)California (Broadvision)Department of Fish & Game (DotNetNuke)Georgia Department of Human Services (Vignette)Hawaii Department of Taxation (Plone 3.0.5)Illinois (Microsoft SharePoint)Interstate Commission for Adult Offender Supervision (DotNetNuke Professional Edition)Massachusetts (Percussion)Michigan (Vignette)Missouri Department of Conservation (Drupal)Nevada (Ektron CMS 400 8.6)New York Department of Environmental Conservation (RedDot)TexasParks & Wildlife Department (Plone)Commission on Environmental Quality (Plone)WashingtonDepartment of Retirement Systems (Interwoven TeamSite)Department of Revenue (Drupal)Department of Ecology (Kentico)Employment Security Department (Interwoven TeamSite)Local GovernmentAgency or website (Tool, product or service)Arlington County, Virginia (WordPress)City of Fort Worth, Texas (Ektron)City of Killeen, Texas (Exponent CMS: Open Source Content Management System)City of Newport News (Plone)City of Wheaton, Illinois (Commercial Product/Dreamweaver)County of Santa Clara Public Portal (Vignette)Douglas County, Colorado (Stellent)Morris County, New Jersey (WordPress)I hope this helps :)
Is it a good idea to have the military protect the border?
The military are not protecting the border (at least not from immigrants), that’s the job of U.S. Customs and Border Protection who are backed by the resources of the United States Department of Homeland Security including U.S. Immigration and Customs Enforcement and a host of state and federal law enforcement agencies including the United States Marshals Service. They apprehend a huge number of unauthorized entrants on the SouthWest border every month. U.S. Customs and Border Protection Stats The caravan is a small part of those that try to enter.Here is a list of who is being sent from the active military (from the Military Times):Fort Bragg, North CarolinaHeadquarters & Headquarters Command, 3rd Expeditionary Sustainment Command2nd Assault Helicopter Battalion, 82nd Airborne DivisionHeadquarters & Headquarters Company, 16th Military Police Brigade51st Medical Company, 28th Combat Support Hospital172nd Preventive Medicine264th Combat Sustainment Support Battalion329th Movement Control Team403rd Inland Cargo Transfer CompanyHeadquarters & Headquarters Detachment, 503rd Military Police BattalionFort Carson, ColoradoHeadquarters & Headquarters Company, 4th Sustainment Brigade, 4th Infantry DivisionHeadquarters & Headquarters Company, 68th Combat Sustainment Support Battalion, 4th Sustainment Brigade, 4th Infantry DivisionPeterson Air Force, ColoradoJoint Enabling Capability Team and Aviation Planner from U.S. Northern CommandScott Air Force Base, IllinoisJoint Public Support Element – Public AffairsFort Meade, Maryland55th Signal Company (Combat Camera)Fort Stewart and Hunter Army Airfield, Georgia3rd Combat Aviation Brigade Headquarters, 3rd Infantry Division90th Human Resources Company, 3rd Special Troops Battalion, 3rd Sustainment BrigadeAirman 1st Class Nicholas Mariner, a loadmaster with the 61st Airlift Squadron, directs a Humvee into a C-130J Super Hercules at Fort Knox, Ky., in support of Operation Faithful Patriot on Oct. 29, 2018. (Airman 1st Class Zoe M. Wockenfuss/Air Force)Joint Base San Antonio-Fort Sam Houston, TexasDefense Logistics Agency Contingency Contracting Team4th Expeditionary Sustainment Command Assessment TeamHeadquarters and Headquarters Company, 505th Military Intelligence BrigadeJoint Base Lewis-McChord, Washington5th Mobile Public Affairs Detachment, I Corps87th Engineer Sapper Company, 555th Engineer BrigadePresident Trump: Border force could grow to 15,000 troopsThe number of troops at the border is rapidly rising; but at what cost?Joint Base Charleston, South Carolina1st Combat Camera SquadronFort Bliss, Texas24th Press Camp Headquarters, 1st Armored DivisionFort Hood, Texas89th Military Police Brigade, III CorpsHeadquarters, 62nd Engineer Battalion, 36th Engineer Brigade937th Engineer Sapper Company, 8th Engineer Battalion, 36th Engineer Brigade104th Engineer Construction, 62nd Engineer Battalion, 36th Engineer Brigade289th Quartermaster Company, 553rd Combat Sustainment Support Battalion, 1st Cavalry Division Sustainment BrigadeDeployed border troops are preparing for militias stealing their gear, protester violence, documents showAn estimated 200 armed militia members are on the border and have stolen troops' gear in the past, DoD documents show.Fort Knox, KentuckyHeadquarters & Headquarters Detachment, 19th Engineer Battalion, 20th Engineer Brigade15th Engineer Company (Horizontal), 19th Engineer Battalion541st Engineer Sapper Company, 19th Engineer BattalionFort Campbell, Kentucky887th Engineer Support Company, 101st Airborne Division Sustainment Brigade372nd Inland Cargo Transfer Company, 129th Combat Sustainment Support Battalion, 101st Airborne Division Sustainment Brigade74th Transportation Company, 129th Combat Sustainment Support Battalion, 101st Airborne Division Sustainment BrigadeFort Riley, KansasHeadquarters and Headquarters Detachment, 97th Military Police Battalion, 1st Infantry Division977th Military Police Company Combat Support287th Military Police Company Combat Support41st Engineer Company (Clearance), 4th Engineer Battalion, 36th Engineer BrigadeThese units are in support of the effort by Customs and Border Protection. By law the active military have no law enforcement duties but they can build barriers, help with logistical planning, transportation, medical care, food, etc. There are MP units being send to protect these units (especially from thieves), not to arrest or shoot immigrants. This is in addition to at least 2000 National Guard troops already there. National Guard troops to stay on border for another yearThe US is sending 5,000 troops to the border. Here’s what they can and can’t do.Here SWB Operations TWG 27OCT18 is a copy of their operational planning which include the comments that there are 200 or so “unregulated militia” who have been known to steal equipment from the NG and that the caravan is at least two weeks away. The forces are to remain in safe areas and have contingency plans in case of hazard. Most of the troops will not be armed unless SecDef authorizes it.There will be more active duty forces on the border than in Afghanistan, Iraq or Syria if the 15,000 plus members all show. The cost estimates vary but are in the hundreds of millions of dollars. The NG has already cost in the $185M range. President Trump: Border force could grow to 15,000 troopsThese plans are not classified but are not for general use. Many retired General officers think that it is a waste of money and scarce resources at a time when our troops are over extended and combat weary. You can be the judge about whether or not this is appropriate. Sending troops to the border could cost up to $110 million
What are the best colleges for artificial intelligence and robotics engineering?
(I understand you are just like me, wanna mix up AI with Robotics, cool huh?)25 Best Artificial Intelligence Colleges1. Carnegie Mellon University (Pittsburgh, PA)At Carnegie Mellon’s School of Computer Science, a more intimate and personal connection is held to the study of Artificial Intelligence due to the legacy of researchers and professors Herbert Simon and Allen Newell. Thanks to Simon and Newell’s ground-breaking accomplishments in the field, the study of Artificial Intelligence is one of the most interdisciplinary areas at Carnegie Mellon, with involvement from faculty and students in the departments of Computer Science, Statistics, Electrical and Computer Engineering, and the Tepper School of Business.Historic achievements, such as the CoBots, have been produced from the research teams of AI. CoBots are mobile intelligent robots which have been designed to be “aware of their perceptual, physical, and reasoning limitations and proactively ask for help from humans”. Additionally, the Libratus program, developed by Professor Tuomas Sandholm and Ph.D. student Noam Brown, has beaten professional No Limit Texas Hold’Em poker players with its “ability to reason when faced with incomplete or misleading information”. Not surprisingly, many students from Carnegie Mellon studying AI participate in the DARPA Robotics Challenge. All levels of study, from Bachelor to Doctorate, are available.2. Stanford University (Stanford, CA)With its ideal location in the heart of Silicone valley of California, Stanford University has established itself as a world leading teaching and research institution for higher education, particularly in the sciences. One of the most cutting-edge research areas of our time, Artificial Intelligence, has been studied at Stanford since 1962. The Stanford Artificial Intelligence Laboratory offers various courses, hosts engaging events, and manages outreach programs to local schools. Courses include topics such as the Cutting Edge of Computer Vision, Decision Making Under Uncertainty, and Advanced Robotic Manipulation.Students who enroll in the Graduate Certificate in Artificial Intelligence through the Center for Professional Development will find the AI Laboratory to be one of their greatest resources. This 13 to 15 unit degree is ideal for software engineering interested in the AI specialization. Currently there are four required courses: Logic and Automated Reasoning, Artificial Intelligence: Principles and Techniques, and two electives of the student’s choice. These may include Natural Language Processing with Deep Learning, Machine Learning, and Computer Vision: From 3-D Reconstruction to Recognition. Students have a maximum of three years to complete the Certificate.3. Massachusetts Institute of Technology “MIT” (Cambridge, MA)MIT itself was founded in 1861 in response to the growing industrial capacity of America and the need for more technologically minded personnel. As a result, the majority of programs offered at MIT are technology based, and thus many are related to the study of Artificial Intelligence. In 1959 the Artificial Intelligence Laboratory began its own research and experimentation, and in 1963 the Laboratory for Computer Science was opened. As the projects became more and more interconnected, the two labs merged in 2003 to create the Computer Science and Artificial Intelligence Laboratory, the largest and most prominent of the MIT laboratories.Currently there are more than 100 senior researchers and faculty members representing eight academic departments, managing more than 50 research groups and hundreds of projects. Other participants include 40 postdoctoral fellows and associates, 350 graduate students, and approximately 50 undergraduate students. In total there are over 1,000 members of the Computer Science and Artificial Intelligence Laboratory. All research and experimentation falls under three generalized categories: Artificial Intelligence, Systems, and Theory.4. University of California, Berkeley (Berkeley, CA)The oldest of the institutes for higher education in the California system, Berkeley has an extensive array of facilities and persons dedicated to the teaching and research of Artificial Intelligence. Berkeley Artificial Intelligence Research Laboratory includes more than two dozen faculty members and over a hundred graduate students. In addition to research opportunities the AI lab offers seminars and courses such as Computational Imagining and Robotic Manipulation and Interaction.The Robotics and Intelligent Machines Laboratory at Berkeley includes:Biomimetics Millisystem LabCITRIS People and Robots InitiativeBerkeley Laboratory for Automation Science and EngineeringRobot Learning GroupAutomated Science and EngineeringEmbedded Human projectBErkeley AeRobot (BEAR) projectComputer Vision groupMedical Robotics at BerkeleyNetwork Embedded Systems TechnologyOther research centers include the Laboratory for Information and System Science, the Vision and Learning Center, the Center for Human Compatible Artificial Intelligence, and the International Computer Science Institute.Much of the study of AI is affiliated with the department of Electrical Engineering and Computer Sciences.5. Harvard University (Cambridge, MA)In 1847 Harvard University opened the Lawrence Scientific School as its first formal effort to provide higher level education in engineering and the sciences. Over time, this effort grew into the current John A. Paulson School of Engineering and Applied Sciences, established in 2007. This school now has 76 tenured faculty members and more than 1,300 students in attendance. The study of Computer Science itself is available to undergraduates through doctoral candidates. Students enrolled in the program are encouraged to engage with the Harvard College Engineering Society for cross disciplinary research, and networking opportunities.Other Centers and Institutes of research managed by the School include the Institute for Applied Computational Science, the Technology and Entrepreneurship Center at Harvard, and the Wyss Institute for Biologically Inspired Engineering. Under the category of Computer Science, Artificial Intelligence and the subsets of Computational Linguistics, Machine Learning, Multi-agent Systems, and Robotics, are researched in detail by various faculty members. In 2013 the National Science Foundation Awarded Harvard and MIT 25 million dollars in order to build the Center for Brains, Minds, and Machines. In 2015 the Future Society at Harvard’s Kennedy School created The AI Initiative, which is yet another artificial intelligence research center. The center focuses more oN research, whereas the initiative has a stronger emphasis on shaping global policy as it relates to AI. This makes Harvard one of the few schools that puts as many resources into understanding the ramifications of AI as it invests into actually developing AI technology.6. Yale University (New Haven, CT)Alan Perlis joined Yale University in the early 1970’s and helped found the Department of Computer Science. At that time there were only four main areas of study: Theory of Computation, Artificial Intelligence, Numerical Analysis, and Systems. Today the department prides itself on the interdisciplinary nature of its subject and maintains connections with other departments including psychology, linguistics, music, medicine, and many others. The diversity of the degrees available has also increased to include the four-year Bachelor of Science or Art degrees, a terminal Master of Science degree, and a Doctor of Philosophy.In honor of Perlis’ contributions, the Alan J. Perlis Symposium has been held annually since 1992. Distinguished lecturers and researchers in the Computer Science field from around the world are invited to speak on a relevant and cutting-edge topic. At Yale, research is carried out in the Artificial Intelligence Laboratory and the the Center for Computational Vision and Control. The research here particularly focuses on equipping machines so that they can interpret the vague data received from sensors. This research is critical for enabling AI to interact with the 3 dimensional, non digital world.7. Cornell University (Ithaca, NY)Cornell University has one of the oldest Computer Science departments in the United States, established in 1965. The department has grown to include nearly 40 full-time faculty members, which include six members of the National Academy of Engineering, one MacArthur Fellow, eight NSF Presidential Young Investigators, and two Turing Award recipients. The student body includes more than 250 graduates and approximately 700 undergraduates.The department maintains 12 major avenues of research in areas such as Graphics, Programming Languages, Robotics, Scientific Computing, and Artificial Intelligence. Research groups specific to Artificial Intelligence are working in areas that include:Computational sustainabilityGame and decision theory, connections to economicsKnowledge representation and reasoningMachine learningNatural language processing, computational linguistics and information retrievalRoboticsVisionStudents and faculty also have access to the Joan and Irwin Jacobs Technion-Cornell Institute. This historic partnership between Cornell and the Israel Institute of Technology was announced in 2011, with the vision of developing new academic programs “that blend technical depth, business know-how, design skills, and a ‘builder’ mindset”.8. University of Maryland (College Park, MD)The Computer Science department at the University of Maryland was formally established in 1973. Unofficially, however, research in this field dates back to the 1940’s. Today there are more than 50 tenured faculty members interacting with approximately 250 graduate students. The curriculum of the department offers a comprehensive introduction to Artificial Intelligence through topics such as automated planning, cognitive modeling, evolutionary computation, game theory, machine learning, natural language processing, and neural computation.Researchers affiliated with the department are involved with 17 major areas of inquiry. These include Programming Languages, Augmented and Virtual Reality, Human Computer Interaction, Computer Vision, and Artificial Intelligence. Centers and Institutes of research include the Center for Automation Research, the Computational Linguistics and Information Processing Center, the Human-Computer Interaction Laboratory, and the Institute for Advanced Computer Studies. According to ScienceDaily: Your source for the latest research news, researchers at the University of Maryland Greenebaum Cancer Center in Baltimore have used computers with artificial intelligence to “differentiate and diagnose several types of colon tumors”.9. Columbia University (New York City, NY)A new and unique educational program has been established at Columbia University, currently the only establishment of higher education to offer it. Through the Fu Foundation School of Engineering and Applied Science, in partnership with the non-profit online learning organization edX, students may now enroll in a MicroMasters program, the first certificate program of its kind.This MicroMasters, offered in Artificial Intelligence, is currently comprised of four graduate level courses: Artificial Intelligence, Machine Learning, Robotics, and Computer Animation. The course work students complete in the MicroMasters “represents 25 percent of the coursework toward a Master’s degree in Computer Science”. The Computer Science department itself offers 10 fields of study related to Artificial Intelligence including NLP and Speech, Vision and Robotics, and Machine Learning. Advancements made within the field by students and professors include professors Ken Chung’s new app for improving the symptoms of anxiety and depression.10. University of Texas (Austin, TX)One of the largest colleges of science in America is the College of Natural Sciences at the University of Texas. Founded in 1970, there are more than 13,000 undergraduate and graduate students, and 700 faculty members. The 11 departments of the College include Neuroscience, Marine Science, Integrative Biology, and Computer Science.Research areas of the department of Computer Science include Bioinformatics and Computational Biology, Computer Architecture, Model Driven Engineering, and Theoretic Computer Science. The study of Artificial Intelligence is addressed through topics such as Automatic Programming, Autonomous Agents, Multi-agent Systems, and Natural Language Processing. Over 20 courses are available, dealing with the various aspects of the field and more than 10 research laboratories and groups are dedicated to its advancement.The AI Laboratory was formally established in 1983, though the field was already being investigated prior to that by Woody Bledsoe and Bob Simmons. Currently, there are seven faculty members and approximately 50 doctoral students managing the AI laboratory and working on projects such as Programming and Problem Solving by Connecting Diagrams, the Neuro-evolution Approach to General Atari Game Playing, and Using Neural Networks to Determine how Word Meaning Varies Across Sentences.11. University of California, Los Angeles (Los Angeles, CA)Known as the birthplace of the internet, the Henri Samueli School of Engineering and Applied Science was founded in 1945. The school is home to seven departments, including Electrical Engineering, Mechanical and Aerospace Engineering, and Computer Science. A distinction is made between Computer Science and Computer Science Engineering with the latter providing students with an additional foundation in computer system hardware. There are currently more than 800 undergraduates and nearly 400 graduate students enrolled in the various programs accredited by the Computing Accreditation Commission and the Engineering Accreditation Commission of ABET.Research centers affiliated with the department include the Center for Domain-Specific Computing, the Scalable Analytics Institute, the Center for Autonomous Intelligent Networked Systems, and the Center for Systematic, Measurable, Actionable, Resilient and Technology-driven Health, also known as the Center for SMART Health.Other research laboratories and groups include the Bio-cybernetics Laboratory, the Automated Reasoning Group, the Laboratory for Embedded Collaborative Systems, the Wireless Networking Group, and the Internet Research Laboratory. One of its more colorful AI research programs includes the MUSE Project, which is literally trying to teach computers to write stories about King Arthur and his knights of the round table. Another AI endeavor is the Mentor Project, which uses AI to study advice giving.12. University of Michigan (Ann Arbor, MI)In 1957 computing pioneers Arthur Burks and Gordon Peterson founded what would become the Computer Science and Engineering program of the University of Michigan. A second historic landmark for the school, and the world of technology, was the development of the world’s first time-sharing computer operating systems in 1966 called the Michigan Terminal System. With the evidence of such revolutionary strides, it should not come as a surprise that faculty members and alumni alike, such as Larry Page (co-founder of Google), have been nationally recognized for their work in the field.The Computer Science and Engineering program offers seven academic degrees taught by 57 tenured faculty members. There are approximately 336 graduate students and 1,570 undergraduate students enrolled. Research laboratories and centers include the Interactive Systems laboratory, the Intergalactic Mobile Learning Center, the Computer Engineering Laboratory, and the Artificial Intelligence Laboratory. The Artificial Intelligence Lab hosts several specialty research groups including Assistive Technology, Constraint-based Reasoning, Human Computation and Crowd-sourcing, and Multi-agent and Economic Systems. The laboratory runs a Robotics Institute. 22 full time faculty facilitate and direct the research here, as well as run numerous AI related seminars.13. Georgia Institute of Technology (Atlanta, GA)The College of Computing at Georgia Tech is organized into three schools, offering 18 degree programs. Student enrollment consists of more than 1,500 undergraduates and nearly 3,000 graduates. The 84 academic faculty and 35 research faculty include three members of the National Academy of Engineers, four recipients of the NSF Presidential Young Investigators award, and two Fellows of the American Academy of Arts and Sciences.Some centers of interdisciplinary research directly involved with Computer Science include the Center for Research into Novel Computing Hierarchies, the Institute for People and Technology, and the Algorithms and Randomness Center. Additionally the College of Computing is home to the Institute for Robotics and Intelligent Machines.The Institute for Robotics and Intelligence Machines was established in 2013 from the previous Robotics and Intelligent Machines Center. There are more than 70 faculty members and over 180 graduate students involved with the Institute. With more than 30 robotics laboratories and over 1,000 publications, the institute is in the midst of cutting-edge research. Core areas of investigation include Control, AI and Cognition, Interaction, and Perception.14. University of Massachusetts (Amherst, MA)In 1964 the study of Computer Science at the University of Massachusetts began with just three faculty members. By 2012 the department became a school, and in 2015 the current College of Information and Computer Sciences was established. There are now 51 faculty members, many of whom have been nationally recognized for their work. Within the faculty there are 10 Association for Computing Machinery Fellows, eight members of the Institute of Electrical and Electronics Engineers, and eight members of the American Association for Artificial Intelligence. Student enrollment in the College includes over 250 graduates and approximately 850 undergraduates.There are 9 research centers and laboratories of the College that span several difference departments and actively perform research in artificial intelligence. They include the Cybersecurity Institute, the Center for Intelligent Information Retrieval, the Advanced Computer Networking Research Group, the Architecture and Language Implementation Group, the Knowledge Discovery Laboratory, the Laboratory for Perceptual Robotics, and the Theoretical Computer Science Group.15. University of Illinois (Urbana/Champaign, IL)At the University of Illinois, the study of computers can be traced back to 1946. Today the department of Computer Science can be found through the School of Liberal Arts and Sciences. Of the 70 majors offered by the school, seven degree programs are available through the department, including Computer Science and Anthropology, Computer Science and Astronomy, Computer Science and Chemistry, and Computer Science and Linguistics. There are more than 90 courses related to the Computer Science field.The Artificial Intelligence Laboratory was opened in 1991 with the primary focus of applying AI methodologies to real world issues. Current projects of the lab include Data Mining for Manufacturing and Design Processes, Biological Motif Modeling, and Automating the Evolution of Linguistic Competence in Artificial Agents. Faculty members involved with this research include Dr. Peter C. Nelson, Dr. Barbara Di Eugenio, and Dr. Bing Liu. Other facilities investigating areas specific to the research of Artificial Intelligence include the Beckman Institute, the Natural Language Processing group, and the Speech and Language Engineering group.Currently, there are more than 1,500 undergraduate and over 500 graduate students enrolled in the department. The 70 full-time faculty members include 15 ACM Fellows, 14 IEEE Fellows, 27 NSF Career award recipients since the year 2000, and eight Sloan Research Fellows.16. University of Pennsylvania (Philadelphia, PA)Computer Science at the University of Pennsylvania can trace its roots back to the study of engineering in 1850. In 1946 researchers at UPenn developed the world’s first electronic, large-scale, general-purpose digital computer bringing global recognition to the field and to the school. In 1979 the College of Engineering and Applied Science became the current School of Engineering and Applied Science, which manages the department of Computer Science and Information.UPenn has continued to develop the field of Computer Science through:Institute for Research in Cognitive Science in 1990Center for Human Modeling and Simulation in 1994Penn Research in Embedded Computing and Integrated Systems Engineering Center in 2008SIG Center for Computer Graphics in 2009Warren Center for Data and Network Sciences in 2014Facilities specific to the study of Artificial Intelligence include the General Robotics, Automation, Sensing and Perception (GRASP) Lab and the Penn Research in Machine Learning group.17. University of Southern California (Los Angeles, CA)The Institute for Creative Technologies at the University of Southern California was established in 1999. Recognized as a research leader in the areas of graphics, virtual reality, and artificial intelligence, the Institute works in close collaboration with the Information Sciences Institute and the Department of Computer Science located within the School of Engineering.Both Institutes and the Department of Computer Science have additionally partnered with the Center for Body Computing and Keck Medicine. Founded in 2007, this unique Virtual Care clinic is advancing both the Health care field and the Artificial Intelligence field and providing patients with the opportunity to “receive world-class medical treatment without having to physically visit the clinic”.Other research centers and institutes affiliated with the Department of Computer Science include the Center for Artificial Intelligence in Society, the Center for Cyber-Physical Systems and the Internet of Things, and the Institute for Robotics and Intelligent Systems.18. California Institute of Technology (Pasadena, CA)Comprised of six major academic divisions all centered around the sciences, the Engineering and Applied Science division at Caltech is home to the department of Computing and Mathematical Sciences, located in the Annenberg Center for Information Science and Technology.There are more than 20 faculty members in the department of Computing including two members of the National Academy of Engineers, three MacArthur fellows, one member of the National Academy of Science, three Sloan Fellows, two American Academy Of Arts And Sciences members, and one Foreign Member of the Royal Society. The student body includes approximately 70 graduates and 80 undergraduates.Research relevant to AI includes the Center for Autonomous Systems and Technologies, the Institute for Quantum Information and Matter, the Lee Center for Advanced Networking, and the Rigorous Systems Research Group. Through the Center for Autonomous Systems and Technologies, students will focus on using AI in Advanced Drone Research, Autonomous Explorers, and Robots in Medicine. There are currently a dozen Caltech faculty members working in robotics and autonomous control.19. University of Wisconsin (Madison, WI)The largest of the 20 schools and colleges which comprise the University of Wisconsin is the College of Letters and Science. Now home to 34 academic departments, it was in the early 1960’s that the Department of Numerical Analysis was founded, and by 1964 this had become the Department of Computer Science. In addition to the traditional bachelor’s through doctoral degrees, the department also offers a Professional Master’s Program and a Professional Capstone Certificate Program. Courses cover a variety of topics including operating systems, programming languages and compilers, software engineering, and wireless systems.Research centers of the Department include the Center for High Throughput Computing, the ADvanced Systems Laboratory, and the Wisconsin Institute on Software-defined Data-centers in Madison. Research groups include Computer Architecture, Computer Graphics, Human-Computer Interaction, and Artificial Intelligence.The Artificial Intelligence research group is led by faculty members Charles Dyer, Jerry Zhu, Jude Shavlik, and Mohit Gupta. There are three major focus areas of the group: computer vision, machine learning, and biomedical informatics. Regularly offered AI courses include Medical Image Analysis, Advanced Natural Language Processing, and Computational Cognitive Science. Additionally, the Department of Computer Science holds regularly scheduled seminar talks addressing current areas of AI.20. University of Georgia (Athens, GA)The first Artificial Intelligence group at the University of Georgia was formed in 1984. These dedicated researchers, including faculty members from the departments of Computer Science, Philosophy, Psychology, Linguistics, and Engineering, made great strides in advancing the program. The Artificial Intelligence Center was formally established in 1995. In 2006 the Center became a part of the Franklin College of Arts and Sciences, and in 2008 became the Institute for Artificial Intelligence.Today the Institute is affiliated with more than 75 faculty members and researchers from more than 10 countries. There are two major academic programs offered: the Bachelor of Arts in Cognitive Science and the Master of Science in Artificial Intelligence. Within the Bachelor’s program there are four areas of concentration: Artificial Intelligence Foundations, Philosophical Foundations, Psychological Foundations, and Language and Culture. The Master’s program has 11 areas of specialization, including genetic algorithms, cognitive modeling, microelectronics, logic programming, and robotics.21. University of Washington (Seattle, WA)In 1967 the University of Washington opened the inter-college graduate program of Computer Science and Engineering. As the industry and popularity grew, the school added an undergraduate program in 1975 and granted departmental status. Now Computer Science and Engineering is one of 16 schools and colleges comprising the University at large.There are currently 55 faculty members, 375 graduate students, and a growing undergraduate body of more than 750 students enrolled. Faculty members are actively involved with several national academies and many have been nationally recognized for their research and dedication to the field. Presently there are 31 recipients of the Presidential/NSF Young Investigator Award, six ONR Young Investigator Award recipients, and nine Fulbright recipients, among others.Research areas of the Computer Science and Engineering school include Computing for Development, Security and Privacy, Ubiquitous Computing, Artificial Intelligence, and Wireless and Sensor Systems. The Artificial Intelligence group focuses on areas such as Automated Planning and Control, Intelligent Interaction, and Brain-Computer Interfaces and Computational Neuroscience. Faculty members with an interest in the field include professor and research Sham Kakade who is also a Washington Research Foundation Data Science Chair, and Rajesh Rao, author of the new textbook ‘Brain-Computer Interfacing: An Introduction’, and director of the Neural Systems Laboratory.22. Colorado State University (Fort Collins, CO)Of the eight colleges which comprise Colorado State University, it is the College of Natural Sciences which hosts the Department of Computer Science. Originally located within the Department of Mathematics, Computer Science became its own independent area of study in 1974. There are currently 23 faculty members, more than 650 undergraduate students, and over 140 graduate students within the department. Activities hosted by the department include a weekly colloquium, the Association for Computing Machinery organization, and the AMC Women in Computing club. The Artificial Intelligence program within the department consists of six faculty members and approximately 30 graduate students.Research areas of the department include the High-Performance Computing group, the Computer Vision and Graphics group, and the Artificial Intelligence group. Projects specific to Artificial Intelligence include Reinforcement Learning and Control, EEG Pattern Analysis for Brain-Computer Interfaces, and Intelligence Agents for Protecting Users in Cyberspace. The program has particular strengths in the interface between biology and AI. For instance, they are currently doing research in genetic algorithms and bioinformatics. The university uses a four course core to lay the foundation for students interested in AI research.23. University of Pittsburgh (Pittsburgh, PA)The original Computer Science department at the University of Pittsburgh was founded in 1966, making it one of the oldest departments of its kind. Recently, the School of Information Science joined with the Department of Computer Science to create the new School of Computing and Information which will begin accepting students in fall, 2017. The department continues to offer degrees at the graduate and undergraduate levels in areas such as data visualization/imaging, algorithms, software engineering, and artificial intelligence. Affiliated with the department is the Pittsburgh Supercomputing Center. Opened in 1986, this center is operated as a joint effort with Carnegie Mellon University.Also affiliated with the department is the Intelligent Systems Program. This graduate level track offers students a comprehensive Artificial Intelligence degree with the option to specialize in biomedical informatics. Research groups directly under the management of this program include the Natural Language Processing and Information Retrieval group, the Intelligent Tutoring Systems and Educational Technology group, the Artificial Intelligence and Law group, and the Machine Learning and Decision Making group.24. South Dakota School of Mines and Technology (Rapid City, SD)In 1885 the Dakota School of Mines, as the name implies, studied technology of mining. As the curriculum grew and the fields of science and engineering expanded, the Dakota School of Mines became the South Dakota School of Mines and Technology in 1943. Today there are over 16 engineering and science degrees available, including 12 Masters and seven Doctorate tracks. The Department of Mathematics and Computer Science offers a BS in Computer Science, BS in Applied and Computational Mathematics, or an MS in Computational Sciences and Robotics. Students with a strong interest in AI should find the latter degree particularly attractive.The Master’s program provides a comprehensive, interdisciplinary overview of artificial intelligence, robotics, sensors and signal processing, and much more through courses in Computer Engineering, Computer Science, and Mechanical Engineering.Research laboratories and centers include the Experimental and Computational Mechanic Laboratory, the Advance Manufacturing Process Technology Transition and Training center, and the Security Printing and Anti-Counterfeiting Technology center.25. Eastern Michigan University (Ypsilanti, MI)In the College of Arts and Sciences at Eastern Michigan University students will find the Department of Computer Science. Going back to the 1980’s, students were able to enroll in a computer science undergraduate major through the Mathematics Department. In 1985 Computer Science split from the Mathematics department to create its own field of study. As it continued to expand, the new Computer Science department added Master’s studies by the late 1990’s.Currently headed by Professor Augustine Ikeji, the department has recently added courses in data mining, mobile application, and web science. The diversity of the faculty also continues to increase with professors from seven countries and three continents. Though no doctoral studies in computer science are available as of yet, there is a 12-hour graduate certificate offered in Artificial Intelligence. In addition, Eastern Michigan offers the Master’s of Science in Computer Science, and a double Master’s degree with Hochschule Karlsruhe – Technik und Wirtschaft, the University of Applied Science in Germany.
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