Videolectures net | FBF85BFB7FA0DFD2EB5AEF09DEED675AD523781D

Videolectures net

Name	videolectures.net	DOWNLOAD Copy Link Trouble downloading? see How To
Total Size	49.6 GB
Total Files	617
Hash	FBF85BFB7FA0DFD2EB5AEF09DEED675AD523781D

/.../Deep Learning in Natural Language Processing by Ronan Collobert, Jason Weston, 2010 (rec 2009)/
1.flv	165.6 MB
2.flv	139.6 MB
slide_descr.txt	4.9 KB
slides.pdf	7.1 MB
url.txt	0.1 KB
/.../Deep Learning with Multiplicative Interactions by Geoffrey E. Hinton, 2010 (rec 2009)/
1.flv	154.0 MB
slide_descr.txt	3.5 KB
slides1.ppt	7.2 MB
url.txt	0.0 KB
/.../Learning and Inference in Low-Level Vision by Yair Weiss, 2010 (rec 2009)/
1.flv	333.5 MB
slide_descr.txt	3.1 KB
slides.pdf	10.1 MB
url.txt	0.0 KB
/.../Making Very Large-Scale Linear Algebraic Computations Possible Via Randomization by Gunnar Martinsson, 2010 (rec 2009)/
1.flv	178.9 MB
2.flv	161.5 MB
slide_descr.txt	2.4 KB
slides.pdf	1.3 MB
url.txt	0.0 KB
/.../Model-Based Reinforcement Learning by Michael Littman, 2010 (rec 2009)/
1.flv	177.7 MB
2.flv	152.3 MB
slide_descr.txt	1.9 KB
slides.pdf	2.4 MB
url.txt	0.0 KB
/.../Relative Entropy by Sergio Verdu, 2010 (rec 2009)/
1.flv	187.7 MB
slide_descr.txt	1.4 KB
slides.pdf	4.9 MB
url.txt	0.0 KB
/.../Sequential Monte-Carlo Methods by Arnaud Doucet, Nando de Freitas, 2010 (rec 2009)/
1.flv	360.4 MB
2.flv	327.1 MB
slide_descr.txt	6.4 KB
slides.pdf	2.1 MB
url.txt	0.1 KB
/.../Sparse Methods for Machine Learning: Theory and Algorithms by Francis R. Bach, 2010 (rec 2009)/
1.flv	502.8 MB
2.flv	416.6 MB
slide_descr.txt	8.3 KB
slides.pdf	6.5 MB
url.txt	0.0 KB
/.../The Rat Vibrissal Array as a Model Sensorimotor System by Mitra Hartmann, 2010 (rec 2009)/
1.flv	362.0 MB
slide_descr.txt	5.0 KB
slides1.ppt	18.5 MB
url.txt	0.0 KB
/.../Optimization Algorithms in Machine Learning by Stephen J. Wright, 2011 (rec 2010)/
1.flv	237.3 MB
2.flv	243.7 MB
slide_descr.txt	4.0 KB
slides.pdf	404.8 KB
url.txt	0.0 KB
/.../Reinforcement Learning in Humans and Other Animals by Nathaniel Daw, 2011 (rec 2010)/
1.flv	225.9 MB
2.flv	208.8 MB
slide_descr.txt	3.2 KB
slides.pdf	3.4 MB
url.txt	0.0 KB
/.../Best Paper - Information-Theoretic Metric Learning by Brian Kulis, 2007/
1.flv	90.0 MB
slide_descr.txt	0.6 KB
slides.pdf	274.8 KB
url.txt	0.0 KB
/.../A Factor Model for Learning Higher Order Features in Natural Images by Yan Karklin, 2009/
1.flv	98.8 MB
descr.txt	0.3 KB
slide_descr.txt	2.6 KB
slides.pdf	2.2 MB
slides1b.pptx	2.7 MB
slides2.pptx	2.7 MB
url.txt	0.0 KB
/.../Matrix Computations in Machine Learning by Inderjit S. Dhillon, 2009/
1.flv	192.4 MB
descr.txt	0.5 KB
slide_descr.txt	0.0 KB
slides.pdf	503.4 KB
url.txt	0.0 KB
/.../Tutorial on Learning Deep Architectures by Yoshua Bengio, Yann LeCun, 2009/
1.flv	100.7 MB
2.flv	79.9 MB
descr.txt	1.5 KB
slide_descr.txt	3.0 KB
slides1.pdf	2.7 MB
slides2.pdf	11.5 MB
url.txt	0.1 KB
/.../Unsupervised Discovery of Structure, Succinct Representations and Sparsity by Andrew Y. Ng, 2009/
1.flv	92.4 MB
descr.txt	1.2 KB
url.txt	0.0 KB
/.../Semisupervised Learning Approaches by Tom Mitchell, 2007 (rec 2006)/
1.flv	189.6 MB
slide_descr.txt	1.1 KB
slides1.ppt	3.0 MB
url.txt	0.0 KB
/.../Introduction to Statistics by Glen Cowan, 2010 (rec 2009)/
1.flv	256.1 MB
2.flv	257.7 MB
3.flv	174.3 MB
4.flv	238.4 MB
slides1a.pdf	1.3 MB
slides1b.ppt	1.9 MB
slides2a.pdf	1.8 MB
slides2b.ppt	2.1 MB
slides3a.pdf	1.4 MB
slides3b.ppt	1.6 MB
slides4a.pdf	1.5 MB
slides4b.ppt	1.9 MB
url.txt	0.1 KB
/.../Introduction to Statistics by Glen Cowan, 2011 (rec 2010)/
1.flv	243.8 MB
2.flv	240.9 MB
3.flv	255.0 MB
4.flv	242.8 MB
url.txt	0.1 KB
/.../Introduction to Support Vector Machines by Colin Campbell, 2008/
1.flv	147.7 MB
2.flv	103.0 MB
descr.txt	0.1 KB
slide_descr.txt	4.9 KB
slides1.pdf	157.0 KB
slides_small2.pdf	438.2 KB
url.txt	0.0 KB
/.../Gaussian Process Basics by David MacKay, 2007 (rec 2006)/
1.flv	193.9 MB
slide_descr.txt	1.1 KB
slides.pdf	3.8 MB
url.txt	0.0 KB
/.../Emotion Machine: Commonsense Thinking, Artificial Intelligence, and the Future of the Human Mind by Marvin Minsky, 2011 (rec 2007)/
1.flv	277.4 MB
descr.txt	0.2 KB
slide_descr.txt	0.0 KB
url.txt	0.0 KB
/.../Advanced Statistical Learning Theory by Olivier Bousquet, 2007 (rec 2004)/
1.flv	288.3 MB
2.flv	201.3 MB
3.flv	356.6 MB
slide_descr.txt	1.9 KB
slides1.pdf	393.6 KB
slides_small2.pdf	387.3 KB
slides_small3.pdf	345.3 KB
url.txt	0.0 KB
/.../Markov Chain Monte Carlo Methods by Christian Robert, 2007 (rec 2004)/
1.flv	135.4 MB
2.flv	133.1 MB
3.flv	134.0 MB
4.flv	141.8 MB
5.flv	117.3 MB
descr.txt	0.3 KB
slide_descr.txt	7.9 KB
slides1.pdf	6.2 MB
slides_small2.pdf	2.4 MB
slides_small3.pdf	2.6 MB
slides_small4.pdf	2.6 MB
slides_small5.pdf	2.3 MB
url.txt	0.0 KB
/.../Statistical Learning Theory by John Shawe-Taylor, 2007 (rec 2004)/
1.flv	139.7 MB
2.flv	112.4 MB
3.flv	135.5 MB
4.flv	113.3 MB
5.flv	136.1 MB
6.flv	91.9 MB
7.flv	169.6 MB
8.flv	133.8 MB
answers.pdf	71.0 KB
problems.pdf	42.3 KB
slide_descr.txt	6.4 KB
slides1a.pdf	304.9 KB
slides1b.pdf	300.7 KB
slides_small2.pdf	536.8 KB
slides_small3.pdf	618.9 KB
slides_small4.pdf	249.9 KB
slides_small5.pdf	369.6 KB
slides_small6.pdf	531.0 KB
slides_small7.pdf	494.2 KB
slides_small8.pdf	606.3 KB
url.txt	0.0 KB
/.../Convex Optimization by Lieven Vandenberghe, 2011/
1.flv	406.6 MB
2.flv	440.9 MB
3.flv	449.8 MB
descr.txt	1.1 KB
slide_descr.txt	11.7 KB
slides.pdf	672.9 KB
slides1.pdf	388.9 KB
slides2.pdf	203.1 KB
slides3.pdf	236.5 KB
url.txt	0.1 KB
/.../Graphical Models and message-passing algorithms by Martin J. Wainwright, 2011/
1.flv	427.2 MB
2.flv	413.6 MB
3.flv	432.7 MB
slide_descr.txt	2.6 KB
slides.pdf	409.3 KB
url.txt	0.1 KB
/.../Kernel Methods by Bernhard Schölkopf, 2011/
1.flv	369.0 MB
2.flv	266.7 MB
3.flv	390.8 MB
descr.txt	0.3 KB
slide_descr.txt	5.5 KB
slides.pdf	2.3 MB
url.txt	0.1 KB
/.../Learning Theory: statistical and game-theoretic approaches by Nicolò Cesa-Bianchi, 2011/
1.flv	414.4 MB
2.flv	379.3 MB
3.flv	284.1 MB
descr.txt	0.6 KB
slide_descr.txt	0.0 KB
url.txt	0.1 KB
/.../Monte Carlo Methods by Arnaud Doucet, 2011/
1.flv	424.2 MB
2.flv	461.4 MB
3.flv	450.2 MB
descr.txt	0.4 KB
slide_descr.txt	7.2 KB
slides.pdf	2.3 MB
url.txt	0.1 KB
/.../Approximate Inference by Tom Minka, 2009/
1.flv	272.6 MB
2.flv	265.1 MB
slide_descr.txt	3.0 KB
slides1.pdf	1.4 MB
slides2.pdf	920.3 KB
url.txt	0.0 KB
/.../Bayesian or Frequentist, Which Are You? by Michael I. Jordan, 2009/
1.flv	254.6 MB
2.flv	254.9 MB
slide_descr.txt	5.0 KB
slides.pdf	1.0 MB
url.txt	0.0 KB
/.../Computer Vision by Andrew Blake, 2009/
1.flv	242.9 MB
2.flv	259.7 MB
slide_descr.txt	2.2 KB
slides.pdf	2.2 MB
url.txt	0.0 KB
/.../Deep Belief Networks by Geoffrey E. Hinton, 2009/
1.flv	255.1 MB
2.flv	263.3 MB
slide_descr.txt	6.6 KB
slides.pdf	1.8 MB
url.txt	0.0 KB
/.../Gaussian Processes by Carl Edward Rasmussen, 2009/
1.flv	248.6 MB
2.flv	267.0 MB
slide_descr.txt	3.4 KB
slides.pdf	2.0 MB
url.txt	0.0 KB
/.../Information Theory by David MacKay, 2009/
1.flv	249.7 MB
2.flv	275.3 MB
slide_descr.txt	1.8 KB
slides.pdf	3.3 MB
url.txt	0.0 KB
/.../Introduction To Bayesian Inference by Christopher Bishop, 2009/
1.flv	222.8 MB
2.flv	273.8 MB
slide_descr.txt	3.1 KB
slides1.pdf	3.0 MB
slides2.pdf	3.0 MB
url.txt	0.0 KB
/.../Learning Theory by John Shawe-Taylor, 2009/
1.flv	234.1 MB
2.flv	244.1 MB
slide_descr.txt	4.9 KB
slides.pdf	306.4 KB
url.txt	0.0 KB
/.../Markov Chain Monte Carlo by Iain Murray, 2009/
1.flv	226.6 MB
2.flv	199.7 MB
slide_descr.txt	2.0 KB
slides.pdf	1.8 MB
url.txt	0.0 KB
/.../Reinforcement Learning by Michael Littman, 2009/
1.flv	269.9 MB
2.flv	243.8 MB
slide_descr.txt	2.1 KB
slides.pdf	2.1 MB
url.txt	0.0 KB
/.../Gradient Methods for Machine Learning by Nicol Schraudolph, 2007 (rec 2005)/
1.flv	189.6 MB
2.flv	186.3 MB
3.flv	174.7 MB
4.flv	173.5 MB
slide_descr.txt	2.2 KB
slides_small1.pdf	863.3 KB
slides_small2.pdf	849.1 KB
slides_small3.pdf	982.2 KB
slides_small4.pdf	540.4 KB
url.txt	0.1 KB
/.../Rapid Stochastic Gradient Descent: Accelerating Machine Learning by Nicol Schraudolph, 2007 (rec 2006)/
1.flv	188.9 MB
2.flv	167.3 MB
slide_descr.txt	0.9 KB
slides.pdf	11.0 MB
url.txt	0.0 KB
/.../Online Learning by Peter L. Bartlett, 2011 (rec 2010)/
1.flv	269.1 MB
2.flv	284.8 MB
3.flv	262.4 MB
slide_descr.txt	5.3 KB
slides.pdf	1.4 MB
url.txt	0.1 KB
/.../Boosting by Robert Schapire, 2007 (rec 2005)/
1.flv	181.5 MB
2.flv	181.2 MB
descr.txt	0.7 KB
slide_descr.txt	2.4 KB
slides1.ps	729.7 KB
slides2.ps	729.7 KB
url.txt	0.0 KB
/.../Energy-based models & Learning for Invariant Image Recognition by Yann LeCun, 2007 (rec 2005)/
1.flv	421.4 MB
2.flv	343.9 MB
3.flv	155.1 MB
slides1a.pdf	13.2 MB
slides1b.pdf	2.1 MB
slides1c.pdf	8.2 MB
slides2b.pdf	2.1 MB
slides2c.pdf	8.2 MB
slides3b.pdf	2.1 MB
slides3c.pdf	8.2 MB
url.txt	0.0 KB
/.../Trees for Regression and Classification by Robert Nowak, 2007 (rec 2005)/
1.flv	456.6 MB
2.flv	109.9 MB
descr.txt	0.3 KB
slide_descr.txt	3.0 KB
slides1.ppt	9.7 MB
slides2.ppt	9.7 MB
url.txt	0.0 KB
/.../Bounding Excess Risk in Machine Learning by Vladimir Koltchinskii, 2009/
1.flv	238.0 MB
2.flv	218.7 MB
3.flv	123.0 MB
descr.txt	0.9 KB
slide_descr.txt	3.0 KB
slides.pdf	195.9 KB
url.txt	0.1 KB
/.../Fitting a Graph to Vector Data by Daniel A. Spielman, 2009/
1.flv	172.8 MB
descr.txt	0.3 KB
slide_descr.txt	2.0 KB
slides1.pptx	837.6 KB
url.txt	0.0 KB
/.../How to Visualize the Unseeable by Xiaochuan Pan, 2009/
1.flv	152.0 MB
url.txt	0.0 KB
/.../Kernel Methods and Support Vector Machines by John Shawe-Taylor, 2009/
1.flv	156.8 MB
2.flv	174.4 MB
3.flv	141.1 MB
descr.txt	0.5 KB
slide_descr.txt	5.5 KB
slides.pdf	399.1 KB
url.txt	0.1 KB
/.../Learning Dictionaries for Image Analysis and Sensing by Guillermo Sapiro, 2009/
1.flv	144.5 MB
descr.txt	1.5 KB
slide_descr.txt	2.6 KB
slides1.ppt	14.6 MB
url.txt	0.0 KB
/.../Learning Feature Hierarchies by Yann LeCun, 2009/
1.flv	169.1 MB
slide_descr.txt	5.0 KB
slides.pdf	21.8 MB
url.txt	0.0 KB
/.../Matrix Completion via Convex Optimization: Theory and Algorithms by Emmanuel Candes, 2009/
1.flv	186.4 MB
descr.txt	1.4 KB
url.txt	0.0 KB
/.../Optimization Algorithms in Support Vector Machines by Stephen J. Wright, 2009/
1.flv	157.0 MB
descr.txt	0.9 KB
slide_descr.txt	1.8 KB
slides.pdf	270.4 KB
url.txt	0.0 KB
/.../Seeking Interpretable Models for High Dimensional Data by Bin Yu, 2009/
1.flv	165.2 MB
descr.txt	0.9 KB
slide_descr.txt	2.5 KB
slides1.ppt	10.0 MB
url.txt	0.0 KB
/.../Semi-Supervised Learning by Jerry (Xiaojin) Zhu, 2009/
1.flv	145.6 MB
2.flv	149.2 MB
3.flv	184.1 MB
descr.txt	0.4 KB
slide_descr.txt	8.9 KB
slides.pdf	4.6 MB
url.txt	0.0 KB
/.../Sparse Representations from Inverse Problems to Pattern Recognition by Stéphane Mallat, 2009/
1.flv	134.1 MB
descr.txt	0.6 KB
url.txt	0.0 KB
/.../Theory and Applications of Boosting by Robert Schapire, 2009/
1.flv	139.1 MB
2.flv	175.2 MB
3.flv	141.4 MB
descr.txt	0.7 KB
slide_descr.txt	8.2 KB
slides.pdf	524.5 KB
url.txt	0.0 KB
/.../Unsupervised Learning for Stereo Vision by David McAllester, 2009/
1.flv	145.7 MB
descr.txt	0.7 KB
slide_descr.txt	1.5 KB
slides.pdf	1.0 MB
url.txt	0.0 KB
/.../Foundations of Machine Learning by Marcus Hutter, 2008/
1.flv	184.3 MB
2.flv	136.9 MB
3.flv	189.9 MB
descr.txt	0.1 KB
slide_descr.txt	3.5 KB
slides.pdf	478.6 KB
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/.../Introduction to Reinforcement Learning by Csaba Szepesvari, 2008/
1.flv	119.1 MB
2.flv	170.2 MB
3.flv	155.6 MB
4.flv	182.6 MB
5.flv	168.7 MB
6.flv	173.9 MB
descr.txt	0.7 KB
slide_descr.txt	4.9 KB
slides.pdf	3.0 MB
url.txt	0.0 KB
/.../Introduction to Statistical Machine Learning by Marcus Hutter, 2008/
1.flv	148.1 MB
2.flv	159.2 MB
3.flv	117.7 MB
descr.txt	0.2 KB
slide_descr.txt	2.7 KB
slides.pdf	1.7 MB
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/.../Kernel methods and Support Vector Machines by Alexander J. Smola, 2008/
1.flv	157.7 MB
2.flv	124.9 MB
3.flv	151.4 MB
4.flv	136.7 MB
5.flv	153.8 MB
6.flv	189.3 MB
descr.txt	0.3 KB
slide_descr.txt	9.5 KB
slides.pdf	14.9 MB
url.txt	0.0 KB
/.../Learning in Computer Vision by Simon Lucey, 2008/
1.flv	183.2 MB
2.flv	156.8 MB
3.flv	166.1 MB
4.flv	167.2 MB
5.flv	92.7 MB
6.flv	71.8 MB
7.flv	133.2 MB
descr.txt	0.9 KB
slide_descr.txt	7.7 KB
slides.pdf	36.7 MB
url.txt	0.0 KB
/.../Monte Carlo Simulation for Statistical Inference, Model Selection and Decision Making by Nando de Freitas, 2008/
1.flv	151.2 MB
2.flv	167.1 MB
3.flv	145.9 MB
4.flv	181.9 MB
5.flv	122.8 MB
6.flv	171.8 MB
descr.txt	1.6 KB
slide_descr.txt	8.5 KB
slides.pdf	15.1 MB
url.txt	0.0 KB
/.../Introduction to Boosting by Gunnar Rätsch, 2007 (rec 2006)/
1.flv	232.9 MB
2.flv	236.4 MB
3.flv	272.3 MB
descr.txt	0.6 KB
slide_descr.txt	1.4 KB
slides.pdf	1.9 MB
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/.../Machine Learning, Probability and Graphical Models by Sam Roweis, 2007 (rec 2006)/
1.flv	199.6 MB
2.flv	245.1 MB
3.flv	255.7 MB
4.flv	258.0 MB
slide_descr.txt	5.0 KB
slides1.pdf	158.9 KB
slides2.pdf	220.6 KB
slides3.pdf	243.6 KB
slides4.pdf	288.8 KB
url.txt	0.0 KB
/.../Support Vector Machines by Chih-Jen Lin, 2007 (rec 2006)/
1.flv	245.7 MB
2.flv	357.4 MB
3.flv	240.2 MB
descr.txt	0.4 KB
slide_descr.txt	3.1 KB
slides.pdf	1.1 MB
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/.../Empirical Inference by Vladimir Vapnik, 2007 (rec 2003)/
1.flv	184.8 MB
2.flv	28.3 MB
url.txt	0.0 KB
/.../Some Mathematical Tools for Machine Learning by Chris Burges, 2007 (rec 2003)/
1.flv	102.3 MB
2.flv	127.3 MB
3.flv	136.0 MB
4.flv	135.2 MB
slide_descr.txt	4.4 KB
slides_small1.pdf	321.5 KB
slides_small2.pdf	405.3 KB
slides_small3.pdf	282.7 KB
slides_small4.pdf	457.3 KB
url.txt	0.0 KB
/.../Introduction to kernel methods by Alexander Smola, Bernhard Scholkopf, 2007/
1.flv	226.7 MB
2.flv	94.1 MB
3.flv	333.4 MB
4.flv	61.4 MB
5.flv	174.2 MB
6.flv	216.9 MB
slide_descr.txt	4.5 KB
slides - 1, 5, 6a.pdf	2.0 MB
slides - 1, 5, 6b.pdf	2.7 MB
slides - 2, 3, 4.pdf	236.0 KB
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/.../Group Theory and Machine Learning by Risi Kondor, 2008 (rec 2007)/
1.flv	336.6 MB
slide_descr.txt	3.5 KB
slides.pdf	2.5 MB
url.txt	0.0 KB
/.../Foundations of Statistical Learning Theory - Empirical Inference in high-dimention spaces by Léon Bottou, Vladimir Vapnik, 2007/
1.flv	273.3 MB
slide_descr.txt	2.9 KB
slides.pdf	497.4 KB
url.txt	0.0 KB
/.../Learning using Many Examples by Léon Bottou, 2007/
1.flv	277.5 MB
slide_descr.txt	3.6 KB
slides.pdf	398.4 KB
url.txt	0.0 KB
/.../A Tutorial Introduction to Stochastic Differential Equations: Continuous-time Gaussian Markov Processes by Chris Williams, 2007 (rec 2006)/
1.flv	131.9 MB
slide_descr.txt	1.1 KB
slides.pdf	175.3 KB
url.txt	0.0 KB
/.../Interview with Yann LeCun by Yann LeCun, 2008 (rec 2007)/
1.flv	48.7 MB
url.txt	0.0 KB
/.../New Quasi-Newton Methods for Efficient Large-Scale Machine Learning by S.V.N. Vishwanathan, 2007/
1.flv	120.2 MB
slide_descr.txt	3.2 KB
slides.pdf	2.1 MB
url.txt	0.0 KB
/.../Speeding Up Stochastic Gradient Descent by Yoshua Bengio, 2007/
1.flv	114.1 MB
slide_descr.txt	1.3 KB
slides.pdf	1.6 MB
url.txt	0.0 KB
/.../Who is Afraid of Non-Convex Loss Functions? by Yann LeCun, 2007/
1.flv	175.0 MB
slide_descr.txt	1.5 KB
slides.pdf	8.6 MB
url.txt	0.0 KB
/.../Learning Similarity Metrics with Invariance Properties by Yann LeCun, 2007 (rec 2006)/
1.flv	168.7 MB
slide_descr.txt	2.7 KB
slides.pdf	13.7 MB
url.txt	0.0 KB
/.../Neighbourhood Components Analysis and Metric Learning by Sam Roweis, 2007 (rec 2006)/
1.flv	147.9 MB
slide_descr.txt	1.1 KB
slides.pdf	533.0 KB
url.txt	0.0 KB
/.../Large-scale Machine Learning and Stochastic Algorithms by Léon Bottou, 2008/
1.flv	159.8 MB
url.txt	0.0 KB
/.../Efficient Estimation of N-point Spatial Statistics by Alexander G. Gray, 2012 (rec 2011)/
1.flv	22.5 MB
slide_descr.txt	0.2 KB
slides.pdf	1.2 MB
url.txt	0.1 KB
/.../Efficiency of Quasi-Newton Methods on Strictly Positive Functions by Yurii Nesterov, 2011 (rec 2010)/
1.flv	212.6 MB
slide_descr.txt	5.1 KB
slides.pdf	1.2 MB
url.txt	0.1 KB
/.../Fast first-order methods for convex optimization with line search by Katya Scheinberg, 2012 (rec 2011)/
1.flv	102.0 MB
slide_descr.txt	1.3 KB
slides.pdf	2.4 MB
url.txt	0.1 KB
/.../Limited-memory quasi-Newton and Hessianfree Newton methods for non-smooth optimization by Mark Schmidt, 2011 (rec 2010)/
1.flv	223.2 MB
slide_descr.txt	9.3 KB
slides.pdf	1.2 MB
url.txt	0.1 KB
/.../Lock-Free Approaches to Parallelizing Stochastic Gradient Descent by Benjamin Recht, 2012 (rec 2011)/
1.flv	255.5 MB
slide_descr.txt	1.2 KB
slides.pdf	2.4 MB
url.txt	0.1 KB
/.../Making Gradient Descent Optimal for Strongly Convex Stochastic Optimization by Ohad Samir, 2012 (rec 2011)/
1.flv	97.2 MB
slide_descr.txt	0.7 KB
slides.pdf	229.1 KB
url.txt	0.1 KB
/.../Relations Betweeen Machine Learning Problems by Robert C. Williamson, 2012 (rec 2011)/
1.flv	120.0 MB
slide_descr.txt	1.8 KB
slides.pdf	837.1 KB
url.txt	0.1 KB
/.../Introduction to Machine Learning by Iain Murray, 2010/
1.flv	232.6 MB
2.flv	245.7 MB
3.flv	413.8 MB
descr.txt	0.5 KB
slide_descr.txt	3.4 KB
slides1.pdf	3.2 MB
slides_small2.pdf	536.8 KB
slides_small3.pdf	1.2 MB
url.txt	0.0 KB
/.../Basics of probability and statistics by Mikaela Keller, 2007/
1.flv	122.7 MB
2.flv	104.9 MB
3.flv	84.8 MB
4.flv	240.6 MB
5.flv	130.7 MB
slide_descr.txt	5.8 KB
slides1a.pdf	584.5 KB
slides1b.pdf	71.3 KB
slides2a.pdf	286.4 KB
slides2b.pdf	71.3 KB
slides3a.pdf	368.1 KB
slides3b.pdf	71.3 KB
slides4.pdf	71.3 KB
slides5a.pdf	237.2 KB
slides5b.pdf	71.3 KB
url.txt	0.0 KB
/.../A tutorial on Deep Learning by Geoffrey E. Hinton, 2009/
1.flv	201.2 MB
2.flv	212.2 MB
descr.txt	1.4 KB
slide_descr.txt	0.0 KB
slides.pdf	3.2 MB
url.txt	0.0 KB
/.../Learning Deep Hierarchies of Representations by Yoshua Bengio, 2009/
1.flv	42.0 MB
descr.txt	1.6 KB
slide_descr.txt	0.0 KB
slides.pdf	3.9 MB
url.txt	0.0 KB
/.../Computer vision by Richard Hartley, 2009/
1.flv	344.4 MB
2.flv	331.8 MB
3.flv	369.3 MB
slide_descr.txt	1.3 KB
slides.pdf	5.3 MB
url.txt	0.0 KB
/.../Graphical models by Tibério Caetano, 2009/
1.flv	262.9 MB
2.flv	455.2 MB
3.flv	340.3 MB
4.flv	307.4 MB
5.flv	326.9 MB
6.flv	202.3 MB
slide_descr.txt	5.5 KB
slides.pdf	4.2 MB
url.txt	0.0 KB
/.../Group Theory in Machine Learning by Marconi Barbosa, 2009/
1.flv	172.7 MB
2.flv	169.3 MB
3.flv	185.5 MB
slide_descr.txt	4.9 KB
slides.pdf	8.1 MB
url.txt	0.0 KB
/.../Learning Theory by Mark Reid, 2009/
1.flv	205.3 MB
2.flv	175.9 MB
3.flv	137.7 MB
slide_descr.txt	8.6 KB
slides.pdf	15.6 MB
url.txt	0.0 KB
/.../Reinforcement learning by Scott Sanner, 2009/
1.flv	174.6 MB
2.flv	174.6 MB
3.flv	160.5 MB
4.flv	158.4 MB
5.flv	145.6 MB
6.flv	130.4 MB
slide_descr.txt	6.6 KB
slides.pdf	3.4 MB
url.txt	0.0 KB
/.../From Trees to Forests and Rule Sets - A Unified Overview of Ensemble Methods by John Elder, Giovanni Seni, 2007/
1.flv	176.5 MB
2.flv	313.2 MB
slide_descr.txt	5.4 KB
slides.pdf	2.0 MB
url.txt	0.0 KB
/.../Learning Bayesian Networks by Richard E. Neapolitan, 2007/
1.flv	240.8 MB
2.flv	241.0 MB
3.flv	18.8 MB
slide_descr.txt	2.4 KB
slides1.ppt	1.2 MB
slides2.ppt	1.2 MB
slides3.ppt	1.2 MB
url.txt	0.0 KB
/.../Support Vector Machines and Kernel Methods by Colin Campbell, 2007/
1.flv	175.5 MB
2.flv	144.2 MB
slide_descr.txt	8.9 KB
slides1.pdf	610.9 KB
slides2.pdf	827.9 KB
url.txt	0.0 KB
Total files 617