text:
I'm currently trying to get an ANN to play a video game and and I was hoping to get some help from the wonderful community here.
I've settled on Diablo 2. Game play is thus in real-time and from an isometric viewpoint, with the player controlling a single avatar whom the camera is centered on.
To make things concrete, the task is to get your character x experience points without having its health drop to 0, where experience point are gained through killing monsters. Here is an example of the gameplay:
Now, since I want the net to operate based solely on the information it gets from the pixels on the screen, it must learn a very rich representation in order to play efficiently, since this would presumably require it to know (implicitly at least) how divide the game world up into objects and how to interact with them.
And all of this information must be taught to the net... somehow. I can't for the life of me think of how to train this thing. My only idea is have a separate program visually extract something innately good/bad in the game (e.g. health, gold, experience) from the screen, and then use that stat in a reinforcement learning procedure. I think that will be part of the answer, but I don't think it'll be enough; there are just too many levels of abstraction from raw visual input to goal-oriented behavior for such limited feedback to train a net within my lifetime.
So, my question: what other ways can you think of to train a net to do at least some part of this task? preferably without making thousands of labeled examples...
Just for a little more direction: I'm looking for some other sources of reinforcement learning and/or any unsupervised methods for extracting useful information in this setting. Or a supervised algorithm if you can think of a way of getting labeled data out of a game world without having to manually label it.
Strangely, I'm still working on this and seem to be making progress. The biggest secret to getting a ANN controller to work is to use the most advanced ANN architectures appropriate to the task. Hence I've been using a deep belief net composed of factored conditional restricted Boltzmann machines that I've trained in an unsupervised manner (on video of me playing the game) before fine tuning with temporal difference back-propagation (i.e. reinforcement learning with standard feedforward ANNs).
Still looking for more valuable input though, especially on the problem of action selection in real-time and how to encode color images for ANN processing :-)


text:
The UEFA European Under-19 Championship consists of three distinct stages: the qualifying round, the elite round and the final tournament.
Qualifying round
The qualifying round, played in autumn, is made up of 13 groups of four teams playing in one-venue mini-tournaments. The top two from each progress alongside the third-placed team with the best record against the top pair in their group.
Elite round
In the elite round, played in the spring, those 27 qualifiers join the top seed, given a bye, in seven mini-tournament groups of four. The group winners then join the hosts in the finals.
Final tournament
The seven qualifiers plus the hosts are split into two groups of four who play each other once, with the top two progressing to the semi-finals. The winners of those ties contest the final.
Further details, including the criteria for separating teams that finish level on points in a group, or after extra time in a match, can be found in the official competition regulations.
Records apply only for UEFA European Under-19 Championship (from 2001/02)
Champions (hosts)
2002: Spain (Norway)
2003: Italy (Liechtenstein)
2004: Spain (Switzerland)
2005: France (Northern Ireland)
2006: Spain (Poland)
2007: Spain (Austria)
2008: Germany (Czech Republic)
2009: Ukraine (Ukraine)
2010: France (France)
2011: Spain (Romania)
2012: Spain (Estonia)
2013: Serbia (Lithuania)
Biggest wins
Qualifying round: Andorra 0-13 Czech Republic, 2001/02
Elite round: Spain 8-1 Cyprus, 2005/06; Portugal 7-0 Bulgaria, 2012/13
Final tournament: Slovenia 1-7 England, 2008/09 group stage
Individual match goalscoring
5 Tomislav Kiš (Croatia) v Armenia 2012/13
Final tournament
4 André Silva (Portugal) v Hungary 2013/14
3 Ali Oztürk (Turkey) v Poland 2003/04, Matt Fryatt (England) v Serbia and Montenegro 2004/05, Yoann Gourcuff (France) v Norway 2004/05, İlhan Parlak (Turkey) v Portugal 2005/06, Juan Mata (Spain) v Turkey 2005/06, David Janczyk (Poland) v Belgium 2005/06, Zvonko Pamić (Croatia) v Portugal 2009/10, Álvaro Morata (Spain) v Serbia 2010/11, Jesé Rodríguez (Spain) v Portugal 2011/12
Season top scorers
2001/02: Kevin Vandenbergh (Belgium) 10
2002/03: Sébastien Grax (France) 9
2003/04: Olexandr Aliyev (Ukraine), Ali Oztürk (Turkey), Lukasz Piszczek (Poland) 8
2004/05: Borko Veselinović (Serbia and Montenegro) 11
2005/06: İlhan Parlak (Turkey) 10
2006/07: Kostas Mitroglou (Greece), Krisztián Németh (Hungary), Adam Rooney (Republic of Ireland) 8
2007/08: Michail Pavlis (Greece) 7
2008/09: Nathan Delfouneso (England), Yacin Brahimi (France) 7
2009/10: Mattia Destro (Italy) 8
2010/11: Álvaro Morata (Spain) 10
2011/12: Betinho (Portugal) 10
2012/13: Anass Achahbar (Netherlands) 9
Finals top scorers
2001/02: Fernando Torres (Spain) 4
2002/03: Paulo Sérgio (Portugal) 5
2003/04: Ali Oztürk (Turkey), Lukasz Piszczek (Poland) 4
2004/05: Borko Veselinović (Serbia and Montenegro) 5
2005/06: Alberto Bueno (Spain), İlhan Parlak (Turkey) 5
2006/07: Anis Ben-Hatira (Germany), Kévin Monnet-Paquet (France), Kostantinos Mitroglou (Greece) 3
2007/08: Tomáš Necid (Czech Republic) 4
2008/09: Nathan Delfouneso (England) 4
2009/10: Daniel Pacheco (Spain) 4
2010/11: Álvaro Morata (Spain) 6
2011/12: Jesé Rodríguez (Spain) 5
2012/13: Anass Achahbar (Netherlands), Alexandre Guedes (Portugal), Gratas Sirgėdas (Lithuania) 3
2013/14 qualifying top scorers
Qualifying round: Matúš Bero (Slovakia) 5
Elite round: André Silva (Portugal), Florian Grillitsch (Austria), Thomas O'Sullivan (Wales), Veljko Simić (Serbia), Denis Davydov (Russia) 4
Overall qualifying: Denis Davydov (Russia) 8
Highest attendances
Qualifying round: Belarus v Wales, Minsk, 2003/04, 7,500
Elite round: Belarus v England, Minsk, 2007/08, 11,000
Final tournament: Ukraine v England, Donetsk, 2008/09 final, 25,100
2013/14 highest attendances
Qualifying round: Bosnia and Herzegovina v Sweden, Trelleborg, 2,252
Elite round: Germany v Spain, Vigo, 6,400
Final tournament appearances (including 2014 finals)
10 Spain
7 England, France, Portugal*, Serbia and Montenegro/Serbia*
6 Germany*
5 Austria*, Czech Republic, Greece, Turkey
4 Belgium, Italy
3 Norway, Ukraine*
2 Bulgaria*, Croatia, Hungary*, Netherlands, Poland, Republic of Ireland, Switzerland
1 Armenia, Estonia, Georgia, Israel*, Liechtenstein, Lithuania, Northern Ireland, Romania, Russia, Scotland, Slovakia, Slovenia
* Competing at 2014 finals
Last updated: 22/07/14
©UEFA.com 1998-2015. All rights reserved.

subset: commoncrawl


text:
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text:
Justice and Law Enforcement:
H.R. 3565--Allowing for the Garnishment of Federal Employees' Pay for Commercial Debt
T-GGD-88-11: Published: Feb 18, 1988. Publicly Released: Feb 18, 1988.
Additional Materials:
- Full Report:
(202) 512-4800
GAO discussed H.R. 3565, legislation proposed to subject federal employees to wage garnishment for commercial debts. GAO found that: (1) although all federal employees are subject to garnishment for child support and alimony payments, only a few agencies' employees are currently subject to garnishment for commercial debt collection; (2) the doctrine of sovereign immunity protects most federal civilian and Armed Forces members from garnishment for commercial debt; (3) only 3 of the 21 agencies it reviewed have the authority to sue or be sued in their own names, which legally constitutes a waiver of sovereign immunity; (4) the Postal Service has processed commercial garnishments for several years and has about 2,708 employees with commercial debt wage garnishments; (5) none of the agencies maintain actual cost information on their garnishment processes; and (6) differing state laws governing commercial debt garnishments would preclude standardized processing. GAO believes that Congress may wish to consider ways to minimize the legislation's administrative burden on federal agencies, such as authorizing agencies to collect processing fees.
Apr 29, 2015
Victims of Child Abuse Act:Further Actions Needed to Ensure Timely Use of Grant Funds and Assess Grantee PerformanceGAO-15-351: Published: Apr 29, 2015. Publicly Released: Apr 29, 2015.
Mar 23, 2015
Department of Justice:Alternative Sources of Funding Are a Key Source of Budgetary Resources and Could Be Better ManagedGAO-15-48: Published: Feb 19, 2015. Publicly Released: Mar 23, 2015.
Mar 16, 2015
Criminal History Records:Additional Actions Could Enhance the Completeness of Records Used For Employment-Related Background ChecksGAO-15-162: Published: Feb 12, 2015. Publicly Released: Mar 16, 2015.
Mar 4, 2015
Whistleblower Protection:Additional Actions Needed to Improve DOJ's Handling of FBI Retaliation ComplaintsGAO-15-343T: Published: Mar 4, 2015. Publicly Released: Mar 4, 2015.
Feb 23, 2015
Whistleblower Protection:Additional Actions Needed to Improve DOJ's Handling of FBI Retaliation ComplaintsGAO-15-112: Published: Jan 23, 2015. Publicly Released: Feb 23, 2015.
Dec 11, 2014
Professional Misconduct:DOJ Could Strengthen Procedures for Disciplining Its AttorneysGAO-15-156: Published: Dec 11, 2014. Publicly Released: Dec 11, 2014.
Dec 10, 2014
Immigration Benefits:Improvements Needed to Fully Implement the International Marriage Broker Regulation ActGAO-15-3: Published: Dec 10, 2014. Publicly Released: Dec 10, 2014.
Nov 18, 2014
Sex Offender Registration and Notification Act:Additional Outreach and Notification of Tribes about Offenders Who Are Released from Prison NeededGAO-15-23: Published: Nov 18, 2014. Publicly Released: Nov 18, 2014.
Sex Offender Registration and Notification Act:Survey of Federally Recognized Tribes on Implementation of the Act (GAO-15-30SP, November 2014), an E-supplement to GAO-15-23GAO-15-30SP: Published: Nov 18, 2014. Publicly Released: Nov 18, 2014.
Nov 13, 2014
Alternatives to Detention:Improved Data Collection and Analyses Needed to Better Assess Program EffectivenessGAO-15-26: Published: Nov 13, 2014. Publicly Released: Nov 13, 2014.
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