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The Regularization Frontier in Machine Learning Channel: VideoLectures Length: 3263 Date: October 13, 2010 Machine Learning algorithms often involve the joint optimization of several objective functions for achieving good generalization performance. Well...

Learning a Region-based Scene Segmentation Model Channel: VideoLectures Length: 0 Date: October 13, 2010 In recent years, machine learning has seen the development of a series of algorithms for parameter learning that avoid estimating the partition fu...

Statistical learning theory Channel: VideoLectures Length: 2482 Date: October 13, 2010 - Learning Theory: Foundations and Goals - Learning Bounds: Ingredients and Results - Implications: What to conclude from bounds

Statistical learning theory Channel: VideoLectures Length: 3148 Date: October 13, 2010 - Learning Theory: Foundations and Goals - Learning Bounds: Ingredients and Results - Implications: What to conclude from bounds

Statistical learning theory Channel: VideoLectures Length: 2725 Date: October 13, 2010 - Learning Theory: Foundations and Goals - Learning Bounds: Ingredients and Results - Implications: What to conclude from bounds

Personalized Click Prediction in Sponsored Search Channel: VideoLectures Length: 0 Date: October 13, 2010 Sponsored search is a multi-billion dollar business that generates most of the revenue for search engines. Predicting the probability that users cl...

Lecture 10 - Quantitative Aspects Channel: VideoLectures Length: 0 Date: October 13, 2010 Census data is often politically influenced and hence inaccurate. The birthrate in developing countries is nearly twice that in developed countries...

Pattern Analysis and Scientific Method, Privacy and Intelligent Machines Channel: VideoLectures Length: 2655 Date: October 13, 2010 Disclaimer: Videolectures.Net emphasises that the audio quality of this video could not be improved, due to poor audio quality conditions provided...

Neural Networks for State Evaluation in General Game Playing Channel: VideoLectures Length: 0 Date: October 13, 2010 Unlike traditional game playing, General Game Playing is concerned with agents capable of playing classes of games. Given the rules of an unknown ...

IMDS: Intelligent Malware Detection System Channel: VideoLectures Length: 0 Date: October 13, 2010 The proliferation of malware has presented a serious threat to the security of computer systems. Traditional signature-based antivirus systems fail...

1 Billion Instances, 1 Thousand Machines and 3.5 Hours Channel: VideoLectures Length: 0 Date: October 13, 2010 Training conditional maximum entropy models on massive data sets requires significant computational resources, but by distributing the computation...

Story of SamaaTV Channel: VideoLectures Length: 0 Date: October 13, 2010 Check the YouTube video mentioned in the presentation here

Dimensionality Reduction Channel: VideoLectures Length: 2983 Date: October 13, 2010 This presentation discusses methods for dimensionality reduction.

Lecture 24: Cognitive Development Through the Life Span 1 Channel: VideoLectures Length: 0 Date: October 13, 2010

Unsupervised Structure Learning: Hierarchical Recursive Composition, Suspicious Coincidence and Competitive Exclusion Channel: VideoLectures Length: 0 Date: October 13, 2010 We describe a new method for unsupervised structure learning of a hierarchical compositional model (HCM) for deformable objects. The learning is un...

Knowledge Extraction from Aerodynamic Design Data and its Application to 3D Turbine Blade Geometries Channel: VideoLectures Length: 0 Date: October 13, 2010 Applying numerical optimisation methods in the field of aerodynamic design optimisation normally leads to a huge amount of heterogeneous design dat...

Latent Variable Models for Document Analysis Channel: VideoLectures Length: 1844 Date: October 13, 2010 Wray Buntine will consider various problems in document analysis (named entity recognition, natural language parsing, information retrieval), an...

Latent Variable Models for Document Analysis Channel: VideoLectures Length: 3486 Date: October 13, 2010 Wray Buntine will consider various problems in document analysis (named entity recognition, natural language parsing, information retrieval), an...

Reinforcement Learning Theory Channel: VideoLectures Length: 3260 Date: October 13, 2010 The tutorial is on several new pieces of Reinforcement learning theory developed in the last 7 years. This includes: 1. Sample based analysis of RL...

Reinforcement Learning Theory Channel: VideoLectures Length: 4882 Date: October 13, 2010 The tutorial is on several new pieces of Reinforcement learning theory developed in the last 7 years. This includes: 1. Sample based analysis of RL...

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