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Neural Network for Machine Learning

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  • 文件大小:916MB
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文件列表

  1. Neural Network for Machine Learning/videos/024_Convolutional nets for object recognition [17min].mp4 23MB
  2. Neural Network for Machine Learning/videos/030_Modeling sequences - A brief overview.mp4 20MB
  3. Neural Network for Machine Learning/videos/064_Learning layers of features by stacking RBMs [17 min].mp4 20MB
  4. Neural Network for Machine Learning/videos/068_OPTIONAL VIDEO - RBMs are infinite sigmoid belief nets [17 mins].mp4 19MB
  5. Neural Network for Machine Learning/videos/023_Convolutional nets for digit recognition [16 min].mp4 18MB
  6. Neural Network for Machine Learning/videos/056_OPTIONAL VIDEO - More efficient ways to get the statistics [15 mins].mp4 17MB
  7. Neural Network for Machine Learning/videos/010_What perceptrons can't do [15 min].mp4 17MB
  8. Neural Network for Machine Learning/videos/036_Modeling character strings with multiplicative connections [14 mins].mp4 17MB
  9. Neural Network for Machine Learning/videos/035_A brief overview of Hessian Free optimization.mp4 16MB
  10. Neural Network for Machine Learning/videos/077_OPTIONAL - Bayesian optimization of hyper-parameters [13 min].mp4 16MB
  11. Neural Network for Machine Learning/videos/063_The wake-sleep algorithm [13 min].mp4 16MB
  12. Neural Network for Machine Learning/videos/045_Why it helps to combine models [13 min].mp4 15MB
  13. Neural Network for Machine Learning/videos/029_Rmsprop - Divide the gradient by a running average of its recent magnitude.mp4 15MB
  14. Neural Network for Machine Learning/videos/001_Why do we need machine learning - [13 min].mp4 15MB
  15. Neural Network for Machine Learning/videos/046_Mixtures of Experts [13 min].mp4 15MB
  16. Neural Network for Machine Learning/videos/026_A bag of tricks for mini-batch gradient descent.mp4 15MB
  17. Neural Network for Machine Learning/videos/061_Belief Nets [13 min].mp4 15MB
  18. Neural Network for Machine Learning/videos/050_Hopfield Nets [13 min].mp4 15MB
  19. Neural Network for Machine Learning/videos/016_Learning to predict the next word [13 min].mp4 14MB
  20. Neural Network for Machine Learning/videos/020_Ways to deal with the large number of possible outputs [15 min].mp4 14MB
  21. Neural Network for Machine Learning/videos/055_Boltzmann machine learning [12 min].mp4 14MB
  22. Neural Network for Machine Learning/videos/037_Learning to predict the next character using HF [12 mins].mp4 14MB
  23. Neural Network for Machine Learning/videos/075_OPTIONAL - Learning a joint model of images and captions [10 min].mp4 14MB
  24. Neural Network for Machine Learning/videos/062_Learning sigmoid belief nets [12 min].mp4 14MB
  25. Neural Network for Machine Learning/videos/039_Overview of ways to improve generalization [12 min].mp4 14MB
  26. Neural Network for Machine Learning/videos/011_Learning the weights of a linear neuron [12 min].mp4 14MB
  27. Neural Network for Machine Learning/videos/014_The backpropagation algorithm [12 min].mp4 13MB
  28. Neural Network for Machine Learning/videos/054_How a Boltzmann machine models data [12 min].mp4 13MB
  29. Neural Network for Machine Learning/videos/051_Dealing with spurious minima [11 min].mp4 13MB
  30. Neural Network for Machine Learning/videos/057_Restricted Boltzmann Machines [11 min].mp4 13MB
  31. Neural Network for Machine Learning/videos/043_The Bayesian interpretation of weight decay [11 min].mp4 12MB
  32. Neural Network for Machine Learning/videos/042_Introduction to the full Bayesian approach [12 min].mp4 12MB
  33. Neural Network for Machine Learning/videos/060_The ups and downs of back propagation [10 min].mp4 12MB
  34. Neural Network for Machine Learning/videos/053_Using stochastic units to improv search [11 min].mp4 12MB
  35. Neural Network for Machine Learning/videos/073_Learning binary codes for image retrieval [9 mins].mp4 12MB
  36. Neural Network for Machine Learning/videos/052_Hopfield nets with hidden units [10 min].mp4 11MB
  37. Neural Network for Machine Learning/videos/065_Discriminative learning for DBNs [9 mins].mp4 11MB
  38. Neural Network for Machine Learning/videos/038_Echo State Networks [9 min].mp4 11MB
  39. Neural Network for Machine Learning/videos/067_Modeling real-valued data with an RBM [10 mins].mp4 11MB
  40. Neural Network for Machine Learning/videos/076_OPTIONAL - Hierarchical Coordinate Frames [10 mins].mp4 11MB
  41. Neural Network for Machine Learning/videos/015_Using the derivatives computed by backpropagation [10 min].mp4 11MB
  42. Neural Network for Machine Learning/videos/071_Deep auto encoders for document retrieval [8 mins].mp4 10MB
  43. Neural Network for Machine Learning/videos/034_Long-term Short-term-memory.mp4 10MB
  44. Neural Network for Machine Learning/videos/066_What happens during discriminative fine-tuning - [8 mins].mp4 10MB
  45. Neural Network for Machine Learning/videos/072_Semantic Hashing [9 mins].mp4 10MB
  46. Neural Network for Machine Learning/videos/002_What are neural networks - [8 min].mp4 10MB
  47. Neural Network for Machine Learning/videos/027_The momentum method.mp4 10MB
  48. Neural Network for Machine Learning/videos/049_Dropout [9 min].mp4 10MB
  49. Neural Network for Machine Learning/videos/069_From PCA to autoencoders [5 mins].mp4 10MB
  50. Neural Network for Machine Learning/videos/025_Overview of mini-batch gradient descent.mp4 10MB
  51. Neural Network for Machine Learning/videos/059_RBMs for collaborative filtering [8 mins].mp4 10MB
  52. Neural Network for Machine Learning/videos/007_Perceptrons - The first generation of neural networks [8 min].mp4 9MB
  53. Neural Network for Machine Learning/videos/003_Some simple models of neurons [8 min].mp4 9MB
  54. Neural Network for Machine Learning/videos/005_Three types of learning [8 min].mp4 9MB
  55. Neural Network for Machine Learning/videos/019_Neuro-probabilistic language models [8 min].mp4 9MB
  56. Neural Network for Machine Learning/videos/033_Why it is difficult to train an RNN.mp4 9MB
  57. Neural Network for Machine Learning/videos/006_Types of neural network architectures [7 min].mp4 9MB
  58. Neural Network for Machine Learning/videos/058_An example of RBM learning [7 mins].mp4 9MB
  59. Neural Network for Machine Learning/videos/041_Using noise as a regularizer [7 min].mp4 8MB
  60. Neural Network for Machine Learning/videos/047_The idea of full Bayesian learning [7 min].mp4 8MB
  61. Neural Network for Machine Learning/videos/074_Shallow autoencoders for pre-training [7 mins].mp4 8MB
  62. Neural Network for Machine Learning/videos/048_Making full Bayesian learning practical [7 min].mp4 8MB
  63. Neural Network for Machine Learning/videos/018_Another diversion - The softmax output function [7 min].mp4 8MB
  64. Neural Network for Machine Learning/videos/040_Limiting the size of the weights [6 min].mp4 7MB
  65. Neural Network for Machine Learning/videos/031_Training RNNs with back propagation.mp4 7MB
  66. Neural Network for Machine Learning/videos/008_A geometrical view of perceptrons [6 min].mp4 7MB
  67. Neural Network for Machine Learning/videos/032_A toy example of training an RNN.mp4 7MB
  68. Neural Network for Machine Learning/videos/022_Achieving viewpoint invariance [6 min].mp4 7MB
  69. Neural Network for Machine Learning/videos/028_Adaptive learning rates for each connection.mp4 7MB
  70. Neural Network for Machine Learning/videos/004_A simple example of learning [6 min].mp4 7MB
  71. Neural Network for Machine Learning/videos/009_Why the learning works [5 min].mp4 6MB
  72. Neural Network for Machine Learning/videos/012_The error surface for a linear neuron [5 min].mp4 6MB
  73. Neural Network for Machine Learning/videos/021_Why object recognition is difficult [5 min].mp4 5MB
  74. Neural Network for Machine Learning/videos/017_A brief diversion into cognitive science [4 min].mp4 5MB
  75. Neural Network for Machine Learning/videos/070_Deep auto encoders [4 mins].mp4 5MB
  76. Neural Network for Machine Learning/videos/044_MacKay's quick and dirty method of setting weight costs [4 min].mp4 4MB
  77. Neural Network for Machine Learning/videos/013_Learning the weights of a logistic output neuron [4 min].mp4 4MB
  78. Neural Network for Machine Learning/PDFs/001_lecture_slides_lec1.pdf 4MB
  79. Neural Network for Machine Learning/readlists/014_Learning Interneal Representaions by Error Propagation.pdf 3MB
  80. Neural Network for Machine Learning/videos/078_OPTIONAL - The fog of progress [3 min].mp4 3MB
  81. Neural Network for Machine Learning/PDFs/069_lecture_slides_lec15.pdf 2MB
  82. Neural Network for Machine Learning/readlists/062_Connectionist Learning of Belief Networks.pdf 2MB
  83. Neural Network for Machine Learning/PDFs/055_lecture_slides_lec12.pdf 2MB
  84. Neural Network for Machine Learning/readlists/049_Improving neural networks by preventing co-adaptation of feature detectiors.pdf 2MB
  85. Neural Network for Machine Learning/PDFs/021_lecture_slides_lec5.pdf 2MB
  86. Neural Network for Machine Learning/PDFs/064_lecture_slides_lec14.pdf 1MB
  87. Neural Network for Machine Learning/PDFs/030_lecture_slides_lec7.pdf 953KB
  88. Neural Network for Machine Learning/PDFs/016_lecture_slides_lec4.pdf 941KB
  89. Neural Network for Machine Learning/readlists/024_Gradient-Based Learning Applied to Document Recognition.pdf 933KB
  90. Neural Network for Machine Learning/PDFs/045_lecture_slides_lec10.pdf 827KB
  91. Neural Network for Machine Learning/readlists/064_A Fast Learning Algorithm for Deep Belief Nets.pdf 769KB
  92. Neural Network for Machine Learning/readlists/073_Using Very Deep Autoencoders for Content-Based Image Retrieval.pdf 741KB
  93. Neural Network for Machine Learning/PDFs/039_lecture_slides_lec9.pdf 702KB
  94. Neural Network for Machine Learning/PDFs/050_lecture_slides_lec11.pdf 695KB
  95. Neural Network for Machine Learning/PDFs/035_lecture_slides_lec8.pdf 643KB
  96. Neural Network for Machine Learning/readlists/072_Semantic Hashing.pdf 627KB
  97. Neural Network for Machine Learning/PDFs/011_lecture_slides_lec3.pdf 535KB
  98. Neural Network for Machine Learning/PDFs/025_lecture_slides_lec6.pdf 534KB
  99. Neural Network for Machine Learning/readlists/064_To Recognize Shapes, First Learn to Generate Images.pdf 502KB
  100. Neural Network for Machine Learning/PDFs/006_lecture_slides_lec2.pdf 493KB
  101. Neural Network for Machine Learning/readlists/064_Self-taught Learning_T ransfer Learning from Unlabeled Data.pdf 474KB
  102. Neural Network for Machine Learning/readlists/038_Echo state network - Scholarpedia.maff 443KB
  103. Neural Network for Machine Learning/PDFs/075_lecture_slides_lec16.pdf 339KB
  104. Neural Network for Machine Learning/readlists/034_A Novel Approach to On-Line Handwriting Recognition Based on Bidirectional Long Short-Term Memory Networks.pdf 313KB
  105. Neural Network for Machine Learning/PDFs/060_lecture_slides_lec13.pdf 307KB
  106. Neural Network for Machine Learning/readlists/054_Boltzmann machine - Scholarpedia.maff 294KB
  107. Neural Network for Machine Learning/readlists/037_Generating Text with Recurrent Neural Networks.pdf 267KB
  108. Neural Network for Machine Learning/readlists/046_Adaptive Mixtures of Local Experts.pdf 265KB
  109. Neural Network for Machine Learning/readlists/063_The wake-sleep algorithm for unsupervised neural networks.pdf 255KB
  110. Neural Network for Machine Learning/readlists/020_images_Lecture4_turian.png 151KB
  111. Neural Network for Machine Learning/readlists/019_A Neuro Probabilistic Language Model.pdf 137KB
  112. Neural Network for Machine Learning/readlists/024_Convolutional Networks for Images, Speech and Time-Series.pdf 122KB
  113. Neural Network for Machine Learning/videos/024_Convolutional nets for object recognition [17min].srt 26KB
  114. Neural Network for Machine Learning/videos/030_Modeling sequences - A brief overview.srt 23KB
  115. Neural Network for Machine Learning/videos/064_Learning layers of features by stacking RBMs [17 min].srt 22KB
  116. Neural Network for Machine Learning/videos/023_Convolutional nets for digit recognition [16 min].srt 22KB
  117. Neural Network for Machine Learning/videos/068_OPTIONAL VIDEO - RBMs are infinite sigmoid belief nets [17 mins].srt 21KB
  118. Neural Network for Machine Learning/videos/026_A bag of tricks for mini-batch gradient descent.srt 19KB
  119. Neural Network for Machine Learning/videos/010_What perceptrons can't do [15 min].srt 19KB
  120. Neural Network for Machine Learning/videos/001_Why do we need machine learning - [13 min].srt 18KB
  121. Neural Network for Machine Learning/videos/056_OPTIONAL VIDEO - More efficient ways to get the statistics [15 mins].srt 18KB
  122. Neural Network for Machine Learning/videos/020_Ways to deal with the large number of possible outputs [15 min].srt 18KB
  123. Neural Network for Machine Learning/videos/035_A brief overview of Hessian Free optimization.srt 18KB
  124. Neural Network for Machine Learning/videos/077_OPTIONAL - Bayesian optimization of hyper-parameters [13 min].srt 18KB
  125. Neural Network for Machine Learning/videos/045_Why it helps to combine models [13 min].srt 18KB
  126. Neural Network for Machine Learning/videos/036_Modeling character strings with multiplicative connections [14 mins].srt 17KB
  127. Neural Network for Machine Learning/videos/061_Belief Nets [13 min].srt 17KB
  128. Neural Network for Machine Learning/videos/046_Mixtures of Experts [13 min].srt 17KB
  129. Neural Network for Machine Learning/videos/016_Learning to predict the next word [13 min].srt 16KB
  130. Neural Network for Machine Learning/videos/050_Hopfield Nets [13 min].srt 16KB
  131. Neural Network for Machine Learning/videos/055_Boltzmann machine learning [12 min].srt 16KB
  132. Neural Network for Machine Learning/videos/054_How a Boltzmann machine models data [12 min].srt 16KB
  133. Neural Network for Machine Learning/videos/039_Overview of ways to improve generalization [12 min].srt 16KB
  134. Neural Network for Machine Learning/videos/037_Learning to predict the next character using HF [12 mins].srt 16KB
  135. Neural Network for Machine Learning/videos/029_Rmsprop - Divide the gradient by a running average of its recent magnitude.srt 16KB
  136. Neural Network for Machine Learning/videos/011_Learning the weights of a linear neuron [12 min].srt 15KB
  137. Neural Network for Machine Learning/videos/014_The backpropagation algorithm [12 min].srt 15KB
  138. Neural Network for Machine Learning/videos/051_Dealing with spurious minima [11 min].srt 15KB
  139. Neural Network for Machine Learning/videos/062_Learning sigmoid belief nets [12 min].srt 15KB
  140. Neural Network for Machine Learning/videos/053_Using stochastic units to improv search [11 min].srt 14KB
  141. Neural Network for Machine Learning/videos/060_The ups and downs of back propagation [10 min].srt 14KB
  142. Neural Network for Machine Learning/videos/057_Restricted Boltzmann Machines [11 min].srt 14KB
  143. Neural Network for Machine Learning/videos/015_Using the derivatives computed by backpropagation [10 min].srt 14KB
  144. Neural Network for Machine Learning/videos/063_The wake-sleep algorithm [13 min].srt 13KB
  145. Neural Network for Machine Learning/videos/042_Introduction to the full Bayesian approach [12 min].srt 13KB
  146. Neural Network for Machine Learning/videos/043_The Bayesian interpretation of weight decay [11 min].srt 13KB
  147. Neural Network for Machine Learning/videos/076_OPTIONAL - Hierarchical Coordinate Frames [10 mins].srt 13KB
  148. Neural Network for Machine Learning/videos/073_Learning binary codes for image retrieval [9 mins].srt 12KB
  149. Neural Network for Machine Learning/videos/052_Hopfield nets with hidden units [10 min].srt 12KB
  150. Neural Network for Machine Learning/videos/065_Discriminative learning for DBNs [9 mins].srt 12KB
  151. Neural Network for Machine Learning/videos/038_Echo State Networks [9 min].srt 12KB
  152. Neural Network for Machine Learning/videos/025_Overview of mini-batch gradient descent.srt 12KB
  153. Neural Network for Machine Learning/videos/049_Dropout [9 min].srt 12KB
  154. Neural Network for Machine Learning/videos/034_Long-term Short-term-memory.srt 12KB
  155. Neural Network for Machine Learning/videos/067_Modeling real-valued data with an RBM [10 mins].srt 12KB
  156. Neural Network for Machine Learning/videos/002_What are neural networks - [8 min].srt 12KB
  157. Neural Network for Machine Learning/videos/027_The momentum method.srt 11KB
  158. Neural Network for Machine Learning/videos/007_Perceptrons - The first generation of neural networks [8 min].srt 11KB
  159. Neural Network for Machine Learning/videos/072_Semantic Hashing [9 mins].srt 11KB
  160. Neural Network for Machine Learning/videos/019_Neuro-probabilistic language models [8 min].srt 11KB
  161. Neural Network for Machine Learning/videos/003_Some simple models of neurons [8 min].srt 11KB
  162. Neural Network for Machine Learning/videos/059_RBMs for collaborative filtering [8 mins].srt 11KB
  163. Neural Network for Machine Learning/videos/005_Three types of learning [8 min].srt 10KB
  164. Neural Network for Machine Learning/videos/047_The idea of full Bayesian learning [7 min].srt 10KB
  165. Neural Network for Machine Learning/videos/066_What happens during discriminative fine-tuning - [8 mins].srt 10KB
  166. Neural Network for Machine Learning/videos/071_Deep auto encoders for document retrieval [8 mins].srt 10KB
  167. Neural Network for Machine Learning/videos/075_OPTIONAL - Learning a joint model of images and captions [10 min].srt 10KB
  168. Neural Network for Machine Learning/videos/058_An example of RBM learning [7 mins].srt 10KB
  169. Neural Network for Machine Learning/videos/006_Types of neural network architectures [7 min].srt 10KB
  170. Neural Network for Machine Learning/videos/033_Why it is difficult to train an RNN.srt 10KB
  171. Neural Network for Machine Learning/videos/074_Shallow autoencoders for pre-training [7 mins].srt 10KB
  172. Neural Network for Machine Learning/videos/069_From PCA to autoencoders [5 mins].srt 10KB
  173. Neural Network for Machine Learning/videos/018_Another diversion - The softmax output function [7 min].srt 9KB
  174. Neural Network for Machine Learning/videos/041_Using noise as a regularizer [7 min].srt 9KB
  175. Neural Network for Machine Learning/videos/048_Making full Bayesian learning practical [7 min].srt 8KB
  176. Neural Network for Machine Learning/videos/040_Limiting the size of the weights [6 min].srt 8KB
  177. Neural Network for Machine Learning/videos/031_Training RNNs with back propagation.srt 8KB
  178. Neural Network for Machine Learning/videos/008_A geometrical view of perceptrons [6 min].srt 8KB
  179. Neural Network for Machine Learning/videos/022_Achieving viewpoint invariance [6 min].srt 8KB
  180. Neural Network for Machine Learning/videos/028_Adaptive learning rates for each connection.srt 8KB
  181. Neural Network for Machine Learning/videos/032_A toy example of training an RNN.srt 8KB
  182. Neural Network for Machine Learning/videos/004_A simple example of learning [6 min].srt 7KB
  183. Neural Network for Machine Learning/videos/009_Why the learning works [5 min].srt 6KB
  184. Neural Network for Machine Learning/videos/012_The error surface for a linear neuron [5 min].srt 6KB
  185. Neural Network for Machine Learning/videos/021_Why object recognition is difficult [5 min].srt 6KB
  186. Neural Network for Machine Learning/videos/017_A brief diversion into cognitive science [4 min].srt 6KB
  187. Neural Network for Machine Learning/videos/070_Deep auto encoders [4 mins].srt 5KB
  188. Neural Network for Machine Learning/videos/013_Learning the weights of a logistic output neuron [4 min].srt 4KB
  189. Neural Network for Machine Learning/videos/044_MacKay's quick and dirty method of setting weight costs [4 min].srt 4KB
  190. Neural Network for Machine Learning/videos/078_OPTIONAL - The fog of progress [3 min].srt 3KB