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Št. zadetkov: 10
Counterfactual Reasoning and Learning Systems
Léon Bottou
Video in druga učna gradiva
Oznake: computer science;decision support;machine learning;on-line learning
Using the search engine ad placement problem as an example, we explain the central role of causal inference for the design of learning systems interacting with their environments. Thanks to importance sampling techniques, data collected during randomized experiments gives precious cues to assist the ...
Leto: 2013 Vir: videolectures.net
Stochastic Learning
Léon Bottou
Video in druga učna gradiva
Oznake: computer science;machine learning;statistical learning;neural networks
Leto: 2003 Vir: videolectures.net
Learning using Many Examples
Léon Bottou
Video in druga učna gradiva
Oznake: computer science;machine learning
The statistical learning theory suggests to choose large capacity models that barely avoid over-fitting the training data. In that perspective, all datasets are small. Things become more complicated when one considers the computational cost of processing large datasets. Computationally challengi ...
Leto: 2007 Vir: videolectures.net
Large-scale Machine Learning and Stochastic Algorithms
Léon Bottou
Video in druga učna gradiva
Oznake: computer science;machine learning
The presentation stresses important differences between machine learning and conventional optimisation approaches and proposes some solutions. The first part discusses the the interaction of two kind of asympotic properties: those of the statistics and those of optimization algorithm. Unlikely optim ...
Leto: 2008 Vir: videolectures.net
Multilayer Neural Networks
Léon Bottou
Video in druga učna gradiva
Oznake: computer science;machine learning;deep learning;unsupervised learning;reinforcement learning
Leto: 2015 Vir: videolectures.net
Multilayer Neural Networks
Léon Bottou
Video in druga učna gradiva
Oznake: computer science;machine learning;deep learning;unsupervised learning;reinforcement learning
Leto: 2015 Vir: videolectures.net
Two high stakes challenges in machine learning
Léon Bottou
Video in druga učna gradiva
Oznake: computer science;machine learning
Machine learning technologies are increasingly used in complex software systems such as those underlying internet services today or self-driving vehicles tomorrow. Despite famous successes, there is more and more evidence that machine learning components tend to disrupt established software engineer ...
Leto: 2015 Vir: videolectures.net
Foundations of Statistical Learning Theory : Empirical Infe-rence in high-dimention spaces
Léon Bottou , Vladimir Vapnik
Video in druga učna gradiva
Oznake: computer science;machine learning;statistical learning
Leto: 2007 Vir: videolectures.net
Sequence Labelling SVMs Trained in One Pass
Antoine Bordes , Nicolas Usunier , Léon Bottou
Video in druga učna gradiva
Oznake:
This paper proposes an online solver of the dual formulation of support vector machines for structured output spaces. We apply it to sequence labelling using the exact and greedy inference schemes. In both cases, the per-sequence training time is the same as a perceptron based on the same inference ...
Leto: 2008 Vir: videolectures.net
Awards Session
Michael Littman , Léon Bottou , Yann LeCun , Andrea Pohoreckyj Danyluk , Thorsten Joachims
Video in druga učna gradiva
Oznake: computer science
Leto: 2009 Vir: videolectures.net
Št. zadetkov: 10
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