Nando de Freitas - [深度学习]Deep Learning - Oxford

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2015-07-29 17:30:36
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Oxford Machine Learning(Deep Learning): 2014-2015 Nando de Freitas Professor of Computer Science Fellow, Linacre College
人之所以强大,是因为领悟了悲伤.-独立游戏《泠:落日孤行》制作者-在职技术策划-资浅海鸥球迷
视频选集
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Lecture.1.Introduction
52:15
Lecture.2 .linear models
48:01
Lecture.3.Maximum likelihood and information
01:12:00
Lecture.4.Regularization, model complexity and data complexity (part 1)
40:26
Lecture.5.Regularization, model complexity and data complexity (part 2)
58:57
Lecture.6.Optimization
58:18
Lecture.7.Logistic regression, a Torch approach
44:30
Lecture.8.Modular back-propagation, logistic regression and Torch
52:55
Lecture.9.Neural networks and modular design in Torch
53:46
Lecture.10.Convolutional Neural Networks
50:29
Lecture.11.Max-margin learning, transfer and memory networks
58:49
Lecture.12.Recurrent Neural Nets and LSTMs
51:09
Lecture.13.Alex Graves on Hallucination with RNNs
53:58
Lecture.14.Karol Gregor on Variational Autoencoders and Image Generation
43:17
Lecture.15.Deep Reinforcement Learning - Policy search
54:39
Lecture.16.Reinforcement learning and neuro-dynamic programming
56:03
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