8

Yann LeCun’s important paperyann.lecun.com/exdb/publis/pdf/lecun-88.pdf · · 2004-12-20Among all the supervised learning algo- rithms, back propagation (BP) is proba- bly the

Download PDF Report

Upload
vanquynh
View
221
Download
1

Embed Size (px)

Citation preview

Page 1: Yann LeCun’s important paperyann.lecun.com/exdb/publis/pdf/lecun-88.pdf · · 2004-12-20Among all the supervised learning algorithms, back propagation (BP) is proba- bly the

Page 2: Yann LeCun’s important paperyann.lecun.com/exdb/publis/pdf/lecun-88.pdf · · 2004-12-20Among all the supervised learning algorithms, back propagation (BP) is proba- bly the

Page 3: Yann LeCun’s important paperyann.lecun.com/exdb/publis/pdf/lecun-88.pdf · · 2004-12-20Among all the supervised learning algorithms, back propagation (BP) is proba- bly the

Page 4: Yann LeCun’s important paperyann.lecun.com/exdb/publis/pdf/lecun-88.pdf · · 2004-12-20Among all the supervised learning algorithms, back propagation (BP) is proba- bly the

Page 5: Yann LeCun’s important paperyann.lecun.com/exdb/publis/pdf/lecun-88.pdf · · 2004-12-20Among all the supervised learning algorithms, back propagation (BP) is proba- bly the

Page 6: Yann LeCun’s important paperyann.lecun.com/exdb/publis/pdf/lecun-88.pdf · · 2004-12-20Among all the supervised learning algorithms, back propagation (BP) is proba- bly the

Page 7: Yann LeCun’s important paperyann.lecun.com/exdb/publis/pdf/lecun-88.pdf · · 2004-12-20Among all the supervised learning algorithms, back propagation (BP) is proba- bly the

Page 8: Yann LeCun’s important paperyann.lecun.com/exdb/publis/pdf/lecun-88.pdf · · 2004-12-20Among all the supervised learning algorithms, back propagation (BP) is proba- bly the

Optimization & Deep Learning 2017. 4. 19. · Z. Y LeCun Dynamic Factor Graphs Target Prop for Recurrent Nets Deep Learning for Time-Series Prediction – [Mirowski & LeCun ECML 09]

Optimization & Deep Learning 2017. 4. 19. · Z. Y LeCun Dynamic Factor Graphs Target Prop for Recurrent Nets Deep Learning for Time-Series Prediction – [Mirowski & LeCun ECML 09]

Documents

1 End-to-End Learning for Automatic Cell Phenotyping Paolo Emilio Barbano, Koray Kavukcuoglu, Marco Scoffier, Yann LeCun April 26, 2006

1 End-to-End Learning for Automatic Cell Phenotyping Paolo Emilio Barbano, Koray Kavukcuoglu, Marco Scoffier, Yann LeCun April 26, 2006

Documents

"Convolutional Networks: Unleashing the Potential of Machine Learning for Robust Perception Systems," a Presentation from Yann LeCun of Facebook and NYU

"Convolutional Networks: Unleashing the Potential of Machine Learning for Robust Perception Systems," a Presentation from Yann LeCun of Facebook and NYU

Technology

rithms Algo and Data Structures

rithms Algo and Data Structures

Documents

Y LeCun MA Ranzato - Computational Intelligence, Learning ... Sparse Coding Pooling ... Y LeCun MA Ranzato Deep Learning and Feature Learning Today ... Y LeCun MA Ranzato SHALLOW DEEP

Y LeCun MA Ranzato - Computational Intelligence, Learning ... Sparse Coding Pooling ... Y LeCun MA Ranzato Deep Learning and Feature Learning Today ... Y LeCun MA Ranzato SHALLOW DEEP

Documents

Machine Learning: Decision Trees Homework 4 assigned courtesy: Geoffrey Hinton, Yann LeCun, Tan, Steinbach, Kumar

Machine Learning: Decision Trees Homework 4 assigned courtesy: Geoffrey Hinton, Yann LeCun, Tan, Steinbach, Kumar

Documents

Scaling Learning Algorithms towards AI - Yann LeCunyann.lecun.com/exdb/publis/pdf/bengio-lecun-07.pdf · 2007-08-24 · Scaling Learning Algorithms towards AI Yoshua Bengio (1) and

Scaling Learning Algorithms towards AI - Yann LeCunyann.lecun.com/exdb/publis/pdf/bengio-lecun-07.pdf · 2007-08-24 · Scaling Learning Algorithms towards AI Yoshua Bengio (1) and

Documents

Learning Maneuver Dictionaries for Ground Robot Planningyann.lecun.com/exdb/publis/pdf/sermanet-isr-08.pdf · Learning Maneuver Dictionaries for Ground Robot Planning ... Optimal

Learning Maneuver Dictionaries for Ground Robot Planningyann.lecun.com/exdb/publis/pdf/sermanet-isr-08.pdf · Learning Maneuver Dictionaries for Ground Robot Planning ... Optimal

Documents

Lecun 20060816-ciar-01-energy based learning

Lecun 20060816-ciar-01-energy based learning

Technology

Pierre Sermanet¹·² Raia Hadsell¹ Jan Ben² Ayse Naz Erkan¹ Beat Flepp² Urs Muller² Yann LeCun¹

Pierre Sermanet¹·² Raia Hadsell¹ Jan Ben² Ayse Naz Erkan¹ Beat Flepp² Urs Muller² Yann LeCun¹

Documents

Hierarchical Models Of Perception and Reasoning - …matt.colorado.edu/compcogworkshop/talks/lecun.pdf · · 2013-05-21Hierarchical Models Of Perception and Reasoning Yann LeCun

Hierarchical Models Of Perception and Reasoning - …matt.colorado.edu/compcogworkshop/talks/lecun.pdf · · 2013-05-21Hierarchical Models Of Perception and Reasoning Yann LeCun

Documents

Efficient Algorithms for Matching Pedro Felzenszwalb Trevor Darrell Yann LeCun Alex Berg

Efficient Algorithms for Matching Pedro Felzenszwalb Trevor Darrell Yann LeCun Alex Berg

Documents

A Tutorial on Energy-Based Learning - Yann LeCunyann.lecun.com/exdb/publis/orig/lecun-06.pdfA Tutorial on Energy-Based Learning Yann LeCun, Sumit Chopra, Raia Hadsell, Marc’Aurelio

A Tutorial on Energy-Based Learning - Yann LeCunyann.lecun.com/exdb/publis/orig/lecun-06.pdfA Tutorial on Energy-Based Learning Yann LeCun, Sumit Chopra, Raia Hadsell, Marc’Aurelio

Documents

Learning Deep Architectures for AI - University of Pittsburghpeople.cs.pitt.edu/~huynv/research/deep-nets/Learning Deep Architectures for AI.pdfzato, Poultney, Chopra, & LeCun, 2007),

Learning Deep Architectures for AI - University of Pittsburghpeople.cs.pitt.edu/~huynv/research/deep-nets/Learning Deep Architectures for AI.pdfzato, Poultney, Chopra, & LeCun, 2007),

Documents

yann.lecun.comyann.lecun.com/exdb/publis/pdf/becker-lecun-89.pdf · optimization methods towards improving the con- vergence of back-propagation. We then describe a computationally

yann.lecun.comyann.lecun.com/exdb/publis/pdf/becker-lecun-89.pdf · optimization methods towards improving the con- vergence of back-propagation. We then describe a computationally

Documents

Comparison between frame-constrained fix-pixel-value and frame …yann.lecun.com/exdb/publis/pdf/farabet-frontiersin-12.pdf · 2012-04-12 · ORIGINAL RESEARCH ARTICLE published:

Comparison between frame-constrained fix-pixel-value and frame …yann.lecun.com/exdb/publis/pdf/farabet-frontiersin-12.pdf · 2012-04-12 · ORIGINAL RESEARCH ARTICLE published:

Documents

Scanning the Technology - Yann LeCunyann.lecun.com/exdb/publis/pdf/cox-98.pdfScanning the Technology On the Applications of Multimedia Processing to Communications RICHARD V. COX,

Scanning the Technology - Yann LeCunyann.lecun.com/exdb/publis/pdf/cox-98.pdfScanning the Technology On the Applications of Multimedia Processing to Communications RICHARD V. COX,

Documents

Face Presentation Attack With Latex Masks in Multispectral ...openaccess.thecvf.com/content_cvpr_2017_workshops/... · performance of existing presentation attack detection algo-rithms

Face Presentation Attack With Latex Masks in Multispectral ...openaccess.thecvf.com/content_cvpr_2017_workshops/... · performance of existing presentation attack detection algo-rithms

Documents

MACHINE LEARNING AND PATTERN RECOGNITION Spring 2005 ... · Unsupervised Learning: Dimensionality Reduction, PCA, K-Means Yann LeCun The Courant Institute, ... Unsupervised Learning

MACHINE LEARNING AND PATTERN RECOGNITION Spring 2005 ... · Unsupervised Learning: Dimensionality Reduction, PCA, K-Means Yann LeCun The Courant Institute, ... Unsupervised Learning

Documents

Future ChallengesFuture Challengesyann/talks/lecun-20090720-vlpr-04.pdf · Intelligence requires making sense complex sensor input (including proprioception). Intelligence is modeling,

Future ChallengesFuture Challengesyann/talks/lecun-20090720-vlpr-04.pdf · Intelligence requires making sense complex sensor input (including proprioception). Intelligence is modeling,

Documents

Y LeCun MA Ranzato 2014-04-13 · Y LeCun MA Ranzato This Basic Model has not evolved much since the 50's The first learning machine: the Perceptron Built at Cornell in 1960 The Perceptron

Y LeCun MA Ranzato 2014-04-13 · Y LeCun MA Ranzato This Basic Model has not evolved much since the 50's The first learning machine: the Perceptron Built at Cornell in 1960 The Perceptron

Documents

Lecun 20060816-ciar-02-deep learning for generic object recognition

Lecun 20060816-ciar-02-deep learning for generic object recognition

Technology

Large-Scale Machine Learning - New York University LeCun Large-Scale Machine Learning Large-Scale Machine Learning John Langford Yann LeCun Microsoft Research Courant Institute John

Large-Scale Machine Learning - New York University LeCun Large-Scale Machine Learning Large-Scale Machine Learning John Langford Yann LeCun Microsoft Research Courant Institute John

Documents

Yann LeCun's Home Pageyann.lecun.com/exdb/publis/pdf/lecun-89c.pdfnition: Applications of neural net chips and automatic learning. IEEE Communacatæon, pages 41—46, November 1989

Yann LeCun's Home Pageyann.lecun.com/exdb/publis/pdf/lecun-89c.pdfnition: Applications of neural net chips and automatic learning. IEEE Communacatæon, pages 41—46, November 1989

Documents

Learning Image FeaturesLearning Image Featuresyann/talks/lecun-20100710-pcmi-00...Yann LeCun Vision occupies a big chunk of our brainsVision occupies a big chunk of our brains 1/3

Learning Image FeaturesLearning Image Featuresyann/talks/lecun-20100710-pcmi-00...Yann LeCun Vision occupies a big chunk of our brainsVision occupies a big chunk of our brains 1/3

Documents

Transformation Invariance in Pattern Recognition - Yann LeCun

Transformation Invariance in Pattern Recognition - Yann LeCun

Documents

NIPS'2015 Tutorial Geoff Hinton, Yoshua Bengio & Yann LeCun

NIPS'2015 Tutorial Geoff Hinton, Yoshua Bengio & Yann LeCun

Documents

Jonathan Tompson, Murphy Stein, Yann LeCun, Ken Perlin REAL-TIME CONTINUOUS POSE RECOVERY OF HUMAN HANDS USING CONVOLUTIONAL NETWORKS

Jonathan Tompson, Murphy Stein, Yann LeCun, Ken Perlin REAL-TIME CONTINUOUS POSE RECOVERY OF HUMAN HANDS USING CONVOLUTIONAL NETWORKS

Documents

Jonathan Tompson , Murphy Stein, Yann LeCun , Ken Perlin

Jonathan Tompson , Murphy Stein, Yann LeCun , Ken Perlin

Documents

Y LeCun MA Ranzato - CILVR at NYU – Computational Intelligence, Learning… · 2016-01-27Y LeCun MA Ranzato Deep Learning ... Image recognition ... AI, Neuroscience, Cognitive

Y LeCun MA Ranzato - CILVR at NYU – Computational Intelligence, Learning… · 2016-01-27Y LeCun MA Ranzato Deep Learning ... Image recognition ... AI, Neuroscience, Cognitive

Documents