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Št. zadetkov: 16
Learning Representations: A Challenge for Learning Theory
Yann LeCun
Video in druga učna gradiva
Oznake: computer science;machine learning
Perceptual tasks such as vision and audition require the construction of good features, or good internal representations of the input. Deep Learning designates a set of supervised and unsupervised methods to construct feature hierarchies automatically by training systems composed of multiple stages ...
Leto: 2013 Vir: videolectures.net
Interview with Yann LeCun
Yann LeCun
Video in druga učna gradiva
Oznake: computer science;interviews
His lab has projects in computer vision, object detection, object recognition, mobile robotics, bio-informatics, biological image analysis, medical signal processing, signal processing, and financial prediction,...The Videolectures.Net team talked to him at NIPS 2007, we asked him stuff like: *What ...
Leto: 2007 Vir: videolectures.net
Who is Afraid of Non-Convex Loss Functions?
Yann LeCun
Video in druga učna gradiva
Oznake: computer science;machine learning;computational learning theory;kernel methods;support vector machines
The NIPS community has suffered of an acute convexivitis epidemic: \\ - ML applications seem to have trouble moving beyond logistic regression, SVMs, and exponential-family graphical models; \\ - For a new ML model, convexity is viewed as a virtue; \\ - Convexity is sometimes a virtue; \\ - ...
Leto: 2007 Vir: videolectures.net
Learning Similarity Metrics with Invariance Properties
Yann LeCun
Video in druga učna gradiva
Oznake: computer science;machine learning;structured output
Leto: 2006 Vir: videolectures.net
Energy-based models & Learning for Invariant Image Recognition
Yann LeCun
Video in druga učna gradiva
Oznake: computer science;computer vision
Leto: 2005 Vir: videolectures.net
Learning Feature Hierarchies
Yann LeCun
Video in druga učna gradiva
Oznake: computer science;machine learning;computational learning theory
Leto: 2009 Vir: videolectures.net
Discussion of Erik Sudderth's talk: NPB Hype or Hope?
Yann LeCun
Video in druga učna gradiva
Oznake: computer science;machine learning;bayesian learning
Leto: 2011 Vir: videolectures.net
The Unreasonable Effectivness Of Deep Learning
Yann LeCun
Video in druga učna gradiva
Oznake: computer science;machine learning;deep learning;digital signal processing;information theory;computational learning theory;mathematics;statistics
Leto: 2014 Vir: videolectures.net
It´s Learning All the Way Down
Yann LeCun
Video in druga učna gradiva
Oznake: computer science;computer vision
Leto: 2015 Vir: videolectures.net
Tutorial on Learning Deep Architectures
Yoshua Bengio , Yann LeCun
Video in druga učna gradiva
Oznake: computer science;machine learning
This short tutorial on deep learning will review a variety of methods for learning multi-level, hierarchical representations, emphasizing their common traits. While deep architectures have theoretical advantages in terms of expressive power and efficiency of representation, they also provide a possi ...
Leto: 2009 Vir: videolectures.net
Št. zadetkov: 16
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