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On the importance of initialization and momentum in deep learning Ilya Sutskever ilyasugoogle

On the importance of initialization and momentum in deep learning Ilya Sutskever ilyasugoogle

  • faustina-dinatale
  • 9 Slides

com James Martens jmartenscstorontoedu George Dahl...

Reinforcement Learning Neural Networks and PI Control Applied to a Heating Coil Charles W

Reinforcement Learning Neural Networks and PI Control Applied to a Heating Coil Charles W

  • conchita-marotz
  • 8 Slides

Anderson Douglas C Hittle Alon D Katz and R Ma...

Synthesis of Reinforcement Learning Neural Networks and PI Control Applied to a Simulated Heating Coil Charles W

Synthesis of Reinforcement Learning Neural Networks and PI Control Applied to a Simulated Heating Coil Charles W

  • karlyn-bohler
  • 15 Slides

Anderson Douglas C Hittle Alon D Katz and R Ma...

A Direct Adaptive Method for Faster Backpropagation Learning The RPROP Algorithm Martin Riedmiller Heinrich Braun Institut fur Logik Komplexitat und Deduktionssyteme University of Karlsruhe W Karlsru

A Direct Adaptive Method for Faster Backpropagation Learning The RPROP Algorithm Martin Riedmiller Heinrich Braun Institut fur Logik Komplexitat und Deduktionssyteme University of Karlsruhe W Karlsru

  • luanne-stotts
  • 6 Slides

ukade Abstract A new learning algorithm for multi ...

Filter Forests for Learning DataDependent Convolutional Kernels Sean Ryan Fanello Cem Keskin Pushmeet Kohli Shahram Izadi Jamie Shotton Antonio Criminisi Ugo Pattacini Tim Paek Microsoft Research iC

Filter Forests for Learning DataDependent Convolutional Kernels Sean Ryan Fanello Cem Keskin Pushmeet Kohli Shahram Izadi Jamie Shotton Antonio Criminisi Ugo Pattacini Tim Paek Microsoft Research iC

  • liane-varnes
  • 8 Slides

FF can be used for general signal restoration tas...

Learning a CategoryIndependent Object Detection Cascade Esa Rahtu Juho Kannala Machine Vision Group University of Oulu Finland Matthew Blaschko Visual Geometry Group University of Oxford UK Abstract

Learning a CategoryIndependent Object Detection Cascade Esa Rahtu Juho Kannala Machine Vision Group University of Oulu Finland Matthew Blaschko Visual Geometry Group University of Oxford UK Abstract

  • briana-ranney
  • 8 Slides

Here we focus on the 64257rst layers of a categor...

MultipleInstance Pruning For Learning Efcient Cascade Detectors Cha Zhang and Paul Viola Microsoft Research One Microsoft Way Redmond WA chazhangviola microsoft

MultipleInstance Pruning For Learning Efcient Cascade Detectors Cha Zhang and Paul Viola Microsoft Research One Microsoft Way Redmond WA chazhangviola microsoft

  • liane-varnes
  • 8 Slides

com Abstract Cascade detectors have been shown to ...

Text Detection and Character Recognition in Scene Images with Unsupervised Feature Learning Adam Coates Blake Carpenter Carl Case Sanjeev Satheesh Bipin Suresh Tao Wang David J

Text Detection and Character Recognition in Scene Images with Unsupervised Feature Learning Adam Coates Blake Carpenter Carl Case Sanjeev Satheesh Bipin Suresh Tao Wang David J

  • karlyn-bohler
  • 6 Slides

Wu Andrew Y Ng Computer Science Department Stanfo...

Journal of Machine Learning Research Submitted Published SupportVectorClustering Asa BenHur asabarnhilltechnologies

Journal of Machine Learning Research Submitted Published SupportVectorClustering Asa BenHur asabarnhilltechnologies

  • tawny-fly
  • 13 Slides

com BIOwulf Technologies 2030 Addison st suite 102...

CHAPTER GENERATIVE AND DISCRIMINATIVE CLASSIFIERS NAIVE BAYES AND LOGISTIC REGRESSION Machine Learning Copyright

CHAPTER GENERATIVE AND DISCRIMINATIVE CLASSIFIERS NAIVE BAYES AND LOGISTIC REGRESSION Machine Learning Copyright

  • faustina-dinatale
  • 17 Slides

Tom M Mitchell All rights reserved DRAFT OF Janua...

PN Learning Bootstrapping Binary Classiers by Structural Constraints Zdenek Kalal University of Surrey Guildford UK z

PN Learning Bootstrapping Binary Classiers by Structural Constraints Zdenek Kalal University of Surrey Guildford UK z

  • tatiana-dople
  • 8 Slides

kalalsurreyacuk Jiri Matas Czech Technical Univers...

CoarsetoFine Inference and Learning for FirstOrder Probabilistic Models Chlo e Kiddon and Pedro Domingos Department of Computer Science Engineering University of Washington Seattle WA chloepedrod c

CoarsetoFine Inference and Learning for FirstOrder Probabilistic Models Chlo e Kiddon and Pedro Domingos Department of Computer Science Engineering University of Washington Seattle WA chloepedrod c

  • min-jolicoeur
  • 8 Slides

washingtonedu Abstract Coarseto64257ne approaches ...

Using feedback to help students to learn Phil Race Summary Feedback is vital in just about all learning contexts

Using feedback to help students to learn Phil Race Summary Feedback is vital in just about all learning contexts

  • alexa-scheidler
  • 11 Slides

These p ages look at the central role that feedba...

Learning Stochastic Feedforward Neural Networks Yichuan Tang Department of Computer Science University of Toronto Toronto Ontario Canada

Learning Stochastic Feedforward Neural Networks Yichuan Tang Department of Computer Science University of Toronto Toronto Ontario Canada

  • luanne-stotts
  • 9 Slides

tangcstorontoedu Ruslan Salakhutdinov Department ...

Learning realistic human actions from movies Ivan Laptev Marcin Marszaek Cordelia Schmid Benjamin Rozenfeld INRIA Rennes IRISA INRIA Grenoble LEAR LJK BarIlan University ivan

Learning realistic human actions from movies Ivan Laptev Marcin Marszaek Cordelia Schmid Benjamin Rozenfeld INRIA Rennes IRISA INRIA Grenoble LEAR LJK BarIlan University ivan

  • ellena-manuel
  • 8 Slides

laptevinriafr marcinmarszalekinriafr cordeliaschmi...

Nonlinear Learning using Local Coordinate Coding Kai Yu NEC Laboratories America kyusv

Nonlinear Learning using Local Coordinate Coding Kai Yu NEC Laboratories America kyusv

  • test
  • 9 Slides

neclabscom Tong Zhang Rutgers University tzhangsta...

Journal of Machine Learning Research Submi tted Revised Published ErrorCorrecting Ouput Codes Library Sergio Escalera SERGIO MAIA UB ES Oriol Pujol ORIOL MAIA UB ES Petia Radeva PETIA IVANOVA U

Journal of Machine Learning Research Submi tted Revised Published ErrorCorrecting Ouput Codes Library Sergio Escalera SERGIO MAIA UB ES Oriol Pujol ORIOL MAIA UB ES Petia Radeva PETIA IVANOVA U

  • pamella-moone
  • 4 Slides

The ECOC framework is a powerful tool to deal wit...

Coupled SemiSupervised Learning for Information Extraction Andrew Carlson Schoool of Computer Science Carnegie Mellon University Pittsburgh PA acarlsoncs

Coupled SemiSupervised Learning for Information Extraction Andrew Carlson Schoool of Computer Science Carnegie Mellon University Pittsburgh PA acarlsoncs

  • celsa-spraggs
  • 10 Slides

cmuedu Justin Betteridge Schoool of Computer Scien...

SemiCoupled Dictionary Learning with Applications to Image SuperResolution and PhotoSketch Synthesis Shenlong Wang Lei Zhang Yan Liang Quan Pan Northwestern Polytechnical University The Hong Kong Pol

SemiCoupled Dictionary Learning with Applications to Image SuperResolution and PhotoSketch Synthesis Shenlong Wang Lei Zhang Yan Liang Quan Pan Northwestern Polytechnical University The Hong Kong Pol

  • myesha-ticknor
  • 8 Slides

wanggmailcom cslzhangcomppolyueduhk liangyannwpued...

Coupled Dictionary and Feature Space Learning with Applications to CrossDomain Image Synthesis and Recognition DeAn Huang and YuChiang Frank Wang Research Center for Information Technology Innovation

Coupled Dictionary and Feature Space Learning with Applications to CrossDomain Image Synthesis and Recognition DeAn Huang and YuChiang Frank Wang Research Center for Information Technology Innovation

  • giovanna-bartolotta
  • 8 Slides

com ycwangcitisinicaedutw Abstract Crossdomain ima...

Geometric Methods Introduction In studying the rst or der ODE the main emphasis is on learning dif fer ent ways of nding explicit solutions

Geometric Methods Introduction In studying the rst or der ODE the main emphasis is on learning dif fer ent ways of nding explicit solutions

  • mitsue-stanley
  • 2 Slides

However you should ealize that most 64257rst or ...

STANDARDS FOR FOREIGN LANGUAGE LEARNING Preparing for the st Century COMMUNITIES CONNECTIONS COMMUNICATION COMPARISONS CULTURES In a coalition of four national language organi zations the American

STANDARDS FOR FOREIGN LANGUAGE LEARNING Preparing for the st Century COMMUNITIES CONNECTIONS COMMUNICATION COMPARISONS CULTURES In a coalition of four national language organi zations the American

  • conchita-marotz
  • 8 Slides

This was the seventh and final subject area to re...

Learning Standards for New York State Health Physical Education and Family and Consumer Sciences Standard Personal Health and Fitness Students will have the necessary knowledge and skills to establ

Learning Standards for New York State Health Physical Education and Family and Consumer Sciences Standard Personal Health and Fitness Students will have the necessary knowledge and skills to establ

  • faustina-dinatale
  • 3 Slides

Standard 2 A Safe and Healthy Environment Studen...

Learning Optimal Subsets with Implicit User Preferences Yunsong Guo and Carla Gomes Department of Computer Science Cornell University guoys gomes cs

Learning Optimal Subsets with Implicit User Preferences Yunsong Guo and Carla Gomes Department of Computer Science Cornell University guoys gomes cs

  • lois-ondreau
  • 6 Slides

cornelledu Abstract We study the problem of learni...

StateSpace Inference and Learning with Gaussian Processes Ryan Turner Marc Peter Deisenroth Carl Edward Rasmussen Department of Engineering University of Cambridge Trumpington Street Cambridge CB PZ

StateSpace Inference and Learning with Gaussian Processes Ryan Turner Marc Peter Deisenroth Carl Edward Rasmussen Department of Engineering University of Cambridge Trumpington Street Cambridge CB PZ

  • tawny-fly
  • 8 Slides

We propose a new general metho dology for inferen...

Accelerated Gradient Methods for Stochastic Optimization and Online Learning Chonghai Hu James T

Accelerated Gradient Methods for Stochastic Optimization and Online Learning Chonghai Hu James T

  • tatyana-admore
  • 9 Slides

Kwok Weike Pan Department of Computer Science an...

STANFORD UNIVERSITY NEWSLETTER ON TEACHING Speaking of Teaching Winter produced quarterly by the Center for Teaching and Learning PEAKING OF T EACHING WINTER Vol

STANFORD UNIVERSITY NEWSLETTER ON TEACHING Speaking of Teaching Winter produced quarterly by the Center for Teaching and Learning PEAKING OF T EACHING WINTER Vol

  • calandra-battersby
  • 4 Slides

10 No 2 ithout denying the significance of traditi...

Communicating and Learning in Engineering Online Resources Learning effectively through Groupwork These guidelines provide an overview of three main aspects of groupwork

Communicating and Learning in Engineering Online Resources Learning effectively through Groupwork These guidelines provide an overview of three main aspects of groupwork

  • tawny-fly
  • 6 Slides

These are 1 Working as a team overview of why gr...

Sequential Projection Learning for Hashing with Compact Code Jun Wang jwangee

Sequential Projection Learning for Hashing with Compact Code Jun Wang jwangee

  • luanne-stotts
  • 8 Slides

columbiaedu Department of Electrical Engineering C...

Structure Learning in Random Fields for Heart Motion Abnorm ality Detection Mark Schmidt Kevin Murphy Computer Science Dept

Structure Learning in Random Fields for Heart Motion Abnorm ality Detection Mark Schmidt Kevin Murphy Computer Science Dept

  • karlyn-bohler
  • 8 Slides

University of British Columbia Vancouver BC Glenn...

An Application of Reinforcement Learning to Aerobatic Helicopter Flight Pieter Abbeel Adam Coates Morgan Quigley Andrew Y

An Application of Reinforcement Learning to Aerobatic Helicopter Flight Pieter Abbeel Adam Coates Morgan Quigley Andrew Y

  • lindy-dunigan
  • 8 Slides

Ng Computer Science Dept Stanford University Stan...

Autonomous inverted helicopter ight via reinforcement learning Andrew Y

Autonomous inverted helicopter ight via reinforcement learning Andrew Y

  • luanne-stotts
  • 10 Slides

Ng Adam Coates Mark Diel Varun Ganapathi Jami...

Scalable Hierarchical Multitask Learning Algorithms for Conversion Optimization in Display Advertising Amr Ahmed Google amragoogle

Scalable Hierarchical Multitask Learning Algorithms for Conversion Optimization in Display Advertising Amr Ahmed Google amragoogle

  • tawny-fly
  • 10 Slides

com Abhimanyu Das Microsoft Research abhidasmicros...

Unsupervised Learning of Invariant Feature Hierarchies with Applications to Object Recognition MarcAurelio Ranzato FuJie Huang YLan Boureau Yann Le Cun Courant Institute of Mathematical Sciences New

Unsupervised Learning of Invariant Feature Hierarchies with Applications to Object Recognition MarcAurelio Ranzato FuJie Huang YLan Boureau Yann Le Cun Courant Institute of Mathematical Sciences New

  • celsa-spraggs
  • 9 Slides

nyuedu httpwwwcsnyuedu yann Abstract We present an...

Learning Convolutional Feature Hierarchies for Visual Recognition Koray Kavukcuoglu Pierre Sermanet YLan Boureau Karol Gregor Micha el Mathieu Yann LeCun Courant Institute of Mathematical Science

Learning Convolutional Feature Hierarchies for Visual Recognition Koray Kavukcuoglu Pierre Sermanet YLan Boureau Karol Gregor Micha el Mathieu Yann LeCun Courant Institute of Mathematical Science

  • liane-varnes
  • 9 Slides

nyuedu mmathieuclipperensfr Abstract We propose an...

CSBStatB Spring Statistical Learning Theory Lecture Reproducing Kernel Hilbert Spaces Lecturer Peter Bartlett Scribe Chunhui Gu Reproducing Kernel Hilbert Spaces

CSBStatB Spring Statistical Learning Theory Lecture Reproducing Kernel Hilbert Spaces Lecturer Peter Bartlett Scribe Chunhui Gu Reproducing Kernel Hilbert Spaces

  • phoebe-click
  • 4 Slides

1 Hilbert Space and Kernel An inner product uv can...

Hill Climbing in Recurrent Neural Networks for Learning the Language Stephan Chalup School of Computing Science FIT Queensland University of Technology Brisbane QLD Australia chalupt

Hill Climbing in Recurrent Neural Networks for Learning the Language Stephan Chalup School of Computing Science FIT Queensland University of Technology Brisbane QLD Australia chalupt

  • giovanna-bartolotta
  • 6 Slides

quteduau Alan D Blair Department of Computer Scien...

Information Processing and Learning Spring Lecture Source Coding Theorem Human coding Lecturer Aarti Singh Scribe Dena Asta Disclaimer These notes have not been subjected to the usual scrutiny res

Information Processing and Learning Spring Lecture Source Coding Theorem Human coding Lecturer Aarti Singh Scribe Dena Asta Disclaimer These notes have not been subjected to the usual scrutiny res

  • ellena-manuel
  • 7 Slides

They may be distributed outside this class only w...

Learning Depth from Single Monocular Images Ashutosh Saxena Sung H

Learning Depth from Single Monocular Images Ashutosh Saxena Sung H

  • conchita-marotz
  • 8 Slides

Chung and Andrew Y Ng Computer Science Department...

Work Integrated Learning Programmes BITS Pilani Birla Institute of Technology Science BITS Pilani is an all India institution declared as a deemed to be university established in under Section of

Work Integrated Learning Programmes BITS Pilani Birla Institute of Technology Science BITS Pilani is an all India institution declared as a deemed to be university established in under Section of

  • luanne-stotts
  • 8 Slides

Accredited by NAAC at the highest A Grade with a ...

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