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Playing Atari with Deep Reinforcement Learning Volodymyr Mnih Koray Kavukcuoglu David Silver Alex Graves Ioannis Antonoglou Daan Wierstra Martin Riedmiller DeepMind Technologies vladkoraydavidalex

Playing Atari with Deep Reinforcement Learning Volodymyr Mnih Koray Kavukcuoglu David Silver Alex Graves Ioannis Antonoglou Daan Wierstra Martin Riedmiller DeepMind Technologies vladkoraydavidalex

  • jane-oiler
  • 9 Slides

gravesioannisdaanmartinriedmiller deepmindcom Abs...

The BrainMind Natural Lear ning Principles Expanded NLRI

The BrainMind Natural Lear ning Principles Expanded NLRI

  • liane-varnes
  • 6 Slides

ORG 12 BrainMind Natural Learning Principles Renat...

CUSTOMER ATISFA TION URVEYS XQH Institut e or Learning RVWKHDOWKFDUHVVWHPVDUHDFWLYHOHQJDJHGLQVXUYHLQJSDWLHQWVDWLVIDFWLRQOHYHOVXVLQJHLWKHUHWHUQDOVXUYH RUJDQLDWLRQVRUWKHLURZQLQWHUQDOSURFHVVHVR

CUSTOMER ATISFA TION URVEYS XQH Institut e or Learning RVWKHDOWKFDUHVVWHPVDUHDFWLYHOHQJDJHGLQVXUYHLQJSDWLHQWVDWLVIDFWLRQOHYHOVXVLQJHLWKHUHWHUQDOVXUYH RUJDQLDWLRQVRUWKHLURZQLQWHUQDOSURFHVVHVR

  • stefany-barnette
  • 4 Slides

ver the past year my satisfaction with ABC aborat...

Play the Darts Game Object To row with a consistent stroke rate and power output Time minutes Number of Darts strokes Points points for a bulls eye and points for next three rings

Play the Darts Game Object To row with a consistent stroke rate and power output Time minutes Number of Darts strokes Points points for a bulls eye and points for next three rings

  • celsa-spraggs
  • 1 Slides

Perfect Score 15000 points How to set up the PM4 ...

Object Segmentation by Long Term Analysis of Point Trajectories Thomas Brox and Jitendra Malik University of California at Berkeley AlbertLudwigsUniversity of Freiburg Germany broxmalik eecs

Object Segmentation by Long Term Analysis of Point Trajectories Thomas Brox and Jitendra Malik University of California at Berkeley AlbertLudwigsUniversity of Freiburg Germany broxmalik eecs

  • giovanna-bartolotta
  • 14 Slides

berkeleyedu Abstract Unsupervised learning require...

Game Period Autonomous Period Driver Controlled Period End Game When Scored End of Period Scored at End of Game Driving from Platform On to Playing Field floor points Releasing the Kickstand to dist

Game Period Autonomous Period Driver Controlled Period End Game When Scored End of Period Scored at End of Game Driving from Platform On to Playing Field floor points Releasing the Kickstand to dist

  • cheryl-pisano
  • 1 Slides

66 366 square Field with approximately 305 cm high...

RECENT ADVANCES IN DEEP LEARNING FOR SP EECH RESEARCH AT MIC ROSOFT Li Deng Jinyu Li Jui Ting Huang Kaisheng Yao Dong Yu Frank Seide Michael L

RECENT ADVANCES IN DEEP LEARNING FOR SP EECH RESEARCH AT MIC ROSOFT Li Deng Jinyu Li Jui Ting Huang Kaisheng Yao Dong Yu Frank Seide Michael L

  • marina-yarberry
  • 5 Slides

Seltzer Geoff Zweig Xiaodong He Jason Williams Yi...

ariability in the ength Menstrua cles Within and een omen vi w the iden Key Points Introduction Menstrual cycles are the reoccurring physiological changes that happen in women of reproductive age

ariability in the ength Menstrua cles Within and een omen vi w the iden Key Points Introduction Menstrual cycles are the reoccurring physiological changes that happen in women of reproductive age

  • myesha-ticknor
  • 4 Slides

Menstrual cycles are counted from the first day o...

Mathematics Standards of Learning for Virginia Public Schools February Geometry This course is designed for students who have successf ully completed the standards for Algebra I

Mathematics Standards of Learning for Virginia Public Schools February Geometry This course is designed for students who have successf ully completed the standards for Algebra I

  • phoebe-click
  • 2 Slides

All students are expected to achieve the Geometry...

Learning Loworder Models for Enforcing Highorder Statistics Patrick Pletscher Pushmeet Kohli ETH Zurich Zurich Switzerland Microsoft Research Cambridge UK Abstract Models such as pairwise conditional

Learning Loworder Models for Enforcing Highorder Statistics Patrick Pletscher Pushmeet Kohli ETH Zurich Zurich Switzerland Microsoft Research Cambridge UK Abstract Models such as pairwise conditional

  • min-jolicoeur
  • 9 Slides

However they have limited expressive power and of...

Descriptor Learning for Ecient Retrieval James Philbin MichaelIsard JosefSivic and Andrew Zisserman Visual Geometry Group Department of Engineering Science University of Oxford INRIA WILLOW Laborato

Descriptor Learning for Ecient Retrieval James Philbin MichaelIsard JosefSivic and Andrew Zisserman Visual Geometry Group Department of Engineering Science University of Oxford INRIA WILLOW Laborato

  • alida-meadow
  • 15 Slides

Many visual search and matching systems represent...

On Invariance in Hierarchical Models Jake Bouvrie Lorenzo Rosasco and Tomaso Poggio Center for Biological and Computational Learning Massachusetts Institute of Technology Cambridge MA USA jvblrosasco

On Invariance in Hierarchical Models Jake Bouvrie Lorenzo Rosasco and Tomaso Poggio Center for Biological and Computational Learning Massachusetts Institute of Technology Cambridge MA USA jvblrosasco

  • giovanna-bartolotta
  • 9 Slides

edu tpaimitedu Abstract A goal of central importan...

Largescale Multilabel Learning with Missing Labels HsiangFu Yu ROFUYU CS UTEXAS EDU Department of Computer Science University of Texas at Austin Prateek Jain PRAJAIN MICROSOFT COM Purushottam Kar PUR

Largescale Multilabel Learning with Missing Labels HsiangFu Yu ROFUYU CS UTEXAS EDU Department of Computer Science University of Texas at Austin Prateek Jain PRAJAIN MICROSOFT COM Purushottam Kar PUR

  • luanne-stotts
  • 9 Slides

Dhillon INDERJIT CS UTEXAS EDU Department of Comp...

Journal of Mac hine Learning Researc Submitted Revised Published Estimation of NonNormalized Statistical Mo dels Score Matc hing Aap Hyv arinen aapo

Journal of Mac hine Learning Researc Submitted Revised Published Estimation of NonNormalized Statistical Mo dels Score Matc hing Aap Hyv arinen aapo

  • tawny-fly
  • 15 Slides

hyv arinenhelsinkifi Helsinki Institute for Inform...

Learning Regret minimization and Equilibria A

Learning Regret minimization and Equilibria A

  • briana-ranney
  • 27 Slides

Blum and Y Mansour Abstract Many situations invol...

Journa o Experimenta Psychology Learning Memory an Cognitio Vol No Copyrigh b th America Psychologica Association Inc

Journa o Experimenta Psychology Learning Memory an Cognitio Vol No Copyrigh b th America Psychologica Association Inc

  • calandra-battersby
  • 25 Slides

0 Rememberin Ca Caus Forgetting Retrieva Dynamic i...

Boosting multistep autoregressive forecasts Souhaib Ben Taieb SBENTAIE ULB AC BE Machine Learning Group Computer Science Department Faculty of Sciences Universit e Libre de Bruxelles Brussels Belgium

Boosting multistep autoregressive forecasts Souhaib Ben Taieb SBENTAIE ULB AC BE Machine Learning Group Computer Science Department Faculty of Sciences Universit e Libre de Bruxelles Brussels Belgium

  • natalia-silvester
  • 9 Slides

Rob J Hyndman OB H YNDMAN MONASH EDU Department o...

Learning to parse images of articulated bodies Deva Ramanan Toyota Technological Institute at Chicago Chicago IL ramananttic

Learning to parse images of articulated bodies Deva Ramanan Toyota Technological Institute at Chicago Chicago IL ramananttic

  • pamella-moone
  • 8 Slides

org Abstract We consider the machine vision task o...

Exploiting Unrelated Tasks in MultiTask Learning Bernardino RomeraParedes Andreas Argyriou Nadia BianchiBerthouze Massimiliano Pontil Dept

Exploiting Unrelated Tasks in MultiTask Learning Bernardino RomeraParedes Andreas Argyriou Nadia BianchiBerthouze Massimiliano Pontil Dept

  • giovanna-bartolotta
  • 9 Slides

of Computer Science UCL Interactive Centre Univ C...

Matching Points with Rectangles and Squares Sergey Bereg Nikolaus Mutsanas and Alexander Wol Department of Computer Science University of Texas at Dallas U

Matching Points with Rectangles and Squares Sergey Bereg Nikolaus Mutsanas and Alexander Wol Department of Computer Science University of Texas at Dallas U

  • lindy-dunigan
  • 10 Slides

SA Email besputdallasedu Fakult57512at f57512ur In...

An Online Spectral Learning Algorithm for Partially Observable Nonlinear Dynamical Systems Byron Boots Machine Learning Department Carnegie Mellon University Pittsburgh Pennsylvania Geoffrey J

An Online Spectral Learning Algorithm for Partially Observable Nonlinear Dynamical Systems Byron Boots Machine Learning Department Carnegie Mellon University Pittsburgh Pennsylvania Geoffrey J

  • cheryl-pisano
  • 8 Slides

Gordon Machine Learning Department Carnegie Mello...

TOEFL iBT TM Research I nsight Validity Evidence Supporting the Interpretation and Use of TOEFL iBT Scores Series I Volume ETS Listening

TOEFL iBT TM Research I nsight Validity Evidence Supporting the Interpretation and Use of TOEFL iBT Scores Series I Volume ETS Listening

  • liane-varnes
  • 16 Slides

Learning Leading brPage 3br oooooooo nsight TOEFL...

ENNIE C ENTE FOR EDUCATION RESEARCH POLICY Introduction The vast majority of students in K public education attend schools dened by traditional notions of teaching and learning

ENNIE C ENTE FOR EDUCATION RESEARCH POLICY Introduction The vast majority of students in K public education attend schools dened by traditional notions of teaching and learning

  • olivia-moreira
  • 20 Slides

While there have been signi64257cant efforts in r...

Learning Finegrained Image Similarity with Deep Ranking Jiang Wang Yang Song Thomas Leung Chuck Rosenberg Jingbin Wang James Philbin Bo Chen Ying Wu Northwestern University Google Inc

Learning Finegrained Image Similarity with Deep Ranking Jiang Wang Yang Song Thomas Leung Chuck Rosenberg Jingbin Wang James Philbin Bo Chen Ying Wu Northwestern University Google Inc

  • stefany-barnette
  • 8 Slides

California Institute of Technology jwa368yingwuee...

Learning and Making Decisions When Costs and Pr obabilities are Both Unkno wn Bianca Zadrozn and Char les Elkan Depar tment of Computer Science and Engineer ing Univ ersity of Calif or nia San Diego

Learning and Making Decisions When Costs and Pr obabilities are Both Unkno wn Bianca Zadrozn and Char les Elkan Depar tment of Computer Science and Engineer ing Univ ersity of Calif or nia San Diego

  • pasty-toler
  • 10 Slides

0 1 23 456 78945 6 BAC 2 D 6 FEG6 H4 E...

Machine Learning The HighInterest Credit Card of Technical Debt D

Machine Learning The HighInterest Credit Card of Technical Debt D

  • pasty-toler
  • 9 Slides

Sculley Gary Holt Daniel Golovin Eugene Davydov T...

Journal of Machine Learning Research Submitted Published A Neural Probabilistic Language Model Yoshua Bengio BENGIOY IRO UMONTREAL CA Rjean Ducharme DUCHARME IRO UMONTREAL CA Pascal Vincent VINC

Journal of Machine Learning Research Submitted Published A Neural Probabilistic Language Model Yoshua Bengio BENGIOY IRO UMONTREAL CA Rjean Ducharme DUCHARME IRO UMONTREAL CA Pascal Vincent VINC

  • alexa-scheidler
  • 19 Slides

This is intrinsically dif64257cult because of the...

INFORMATION BRIEF IN FORMATION RIEF Hybrid Cloud Starting Points Many businesses are beginning to understand that hybrid cloud can provide the best of both worlds ondemand access to muchneeded IT

INFORMATION BRIEF IN FORMATION RIEF Hybrid Cloud Starting Points Many businesses are beginning to understand that hybrid cloud can provide the best of both worlds ondemand access to muchneeded IT

  • giovanna-bartolotta
  • 2 Slides

The most common question is not Why hybrid cloud ...

Efcient Learning of Sparse Representations with an EnergyBased Model MarcAurelio Ranzato Christopher Poultney Sumit Chopra Yan n LeCun Courant Institute of Mathematical Sciences New York University N

Efcient Learning of Sparse Representations with an EnergyBased Model MarcAurelio Ranzato Christopher Poultney Sumit Chopra Yan n LeCun Courant Institute of Mathematical Sciences New York University N

  • alexa-scheidler
  • 8 Slides

nyuedu Abstract We describe a novel unsupervised m...

Key Issues in a Performance Improvement Plan January Page of Key Issues in a Performance Improvement Plan Every performance improvement plan PIP should address certain fundamental points

Key Issues in a Performance Improvement Plan January Page of Key Issues in a Performance Improvement Plan Every performance improvement plan PIP should address certain fundamental points

  • conchita-marotz
  • 3 Slides

Use this information as a guideline However super...

Multimodal Deep Learning Jiquan Ngiam Aditya Khosla Mingyu Kim Juhan Nam Honglak Lee Andrew Y

Multimodal Deep Learning Jiquan Ngiam Aditya Khosla Mingyu Kim Juhan Nam Honglak Lee Andrew Y

  • pasty-toler
  • 9 Slides

Ng Computer Science Department Stanford Universit...

Deep learning via Hessianfree optimization James Martens JMARTENS CS TORONTO EDU University of Toronto Ontario MS A Canada Abstract We develop a nd order optimization method based on the Hessianfree

Deep learning via Hessianfree optimization James Martens JMARTENS CS TORONTO EDU University of Toronto Ontario MS A Canada Abstract We develop a nd order optimization method based on the Hessianfree

  • debby-jeon
  • 8 Slides

Without using pretraining we obtain results super...

Toward an Architecture for NeverEnding Language Learning Andrew Carlson Justin Betteridge Bryan Kisiel Burr Settles Estevam R

Toward an Architecture for NeverEnding Language Learning Andrew Carlson Justin Betteridge Bryan Kisiel Burr Settles Estevam R

  • faustina-dinatale
  • 8 Slides

Hruschka Jr and Tom M Mitchell School of Computer...

Key points An MBS review identied a rapid increase in vitamin B and folate testing over the last decade

Key points An MBS review identied a rapid increase in vitamin B and folate testing over the last decade

  • lois-ondreau
  • 3 Slides

Item 66602 serum B12 and red cell folate and if ...

ENGLISH FOR BUSINESS SPEAKING TEST LEVEL Code Number Sample The Topic CHEAP AIR TRAVEL You may base your con versation on the following points In many parts of the world air travel is becoming cheap

ENGLISH FOR BUSINESS SPEAKING TEST LEVEL Code Number Sample The Topic CHEAP AIR TRAVEL You may base your con versation on the following points In many parts of the world air travel is becoming cheap

  • alida-meadow
  • 3 Slides

increased competition consumer demand for cheap b...

Licensed To THTTHN HyTeks MEET MANAGER AM Page Ben Davisway Team Rankings Through Event Female Team Scores Place School Points North Central High School NCENT Terre Haute North THNIN Terre H

Licensed To THTTHN HyTeks MEET MANAGER AM Page Ben Davisway Team Rankings Through Event Female Team Scores Place School Points North Central High School NCENT Terre Haute North THNIN Terre H

  • lindy-dunigan
  • 5 Slides

00 Total Male Team Scores Place School Points Nort...

An Oracle White Paper March The Rules of the Road for Enterprise Data Discovery Enterprise Data Discovery White Paper Introduction

An Oracle White Paper March The Rules of the Road for Enterprise Data Discovery Enterprise Data Discovery White Paper Introduction

  • ellena-manuel
  • 10 Slides

Pain Points Solving the Problem The 5 Rul...

Citation The recipient for this years Award of Excellence for Distance Learning Experience in a Degree Granting Programme is a strong and determined person who has faced many learning challenges in h

Citation The recipient for this years Award of Excellence for Distance Learning Experience in a Degree Granting Programme is a strong and determined person who has faced many learning challenges in h

  • debby-jeon
  • 1 Slides

Her future would have been very different if it w...

Minnesota School Law

Minnesota School Law

  • schoollawcenter
  • 2 Slides

At the School Law Center, we have successfully re...

Algorithms Fall Solution to Assignment points

Algorithms Fall Solution to Assignment points

  • luanne-stotts
  • 3 Slides

363463 Algorithms Fall 2013 Solution to Assignmen...

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