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[ FreeCourseWeb.com ] Deep Learning CNN - Convolutional Neural Networks with Python

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FreeCourseWeb com Deep Learning CNN - Convolutional Neural Networks with Python

文件列表
  1. ~Get Your Files Here !/Chapter 9 Transfer Learning/005. Project in TensorFlow.mp4149.67MB
  2. ~Get Your Files Here !/Chapter 1 Introduction to the Course/001. Course Overview.mp448.8MB
  3. ~Get Your Files Here !/Chapter 1 Introduction to the Course/002. Introduction to Instructor.mp413.68MB
  4. ~Get Your Files Here !/Chapter 1 Introduction to the Course/003. Why CNN.mp482.84MB
  5. ~Get Your Files Here !/Chapter 1 Introduction to the Course/004. Focus of the Course.mp413.93MB
  6. ~Get Your Files Here !/Chapter 10 YOLO/001. Image Classification Revisited.mp420.46MB
  7. ~Get Your Files Here !/Chapter 10 YOLO/002. Sliding Window Object Localization.mp429.04MB
  8. ~Get Your Files Here !/Chapter 10 YOLO/003. Sliding Window Efficient Implementation.mp427.16MB
  9. ~Get Your Files Here !/Chapter 10 YOLO/004. YOLO Introduction.mp434.72MB
  10. ~Get Your Files Here !/Chapter 10 YOLO/005. YOLO Training Data Generation.mp426.96MB
  11. ~Get Your Files Here !/Chapter 10 YOLO/006. YOLO Anchor Boxes.mp441.04MB
  12. ~Get Your Files Here !/Chapter 10 YOLO/007. YOLO Algorithm.mp429.52MB
  13. ~Get Your Files Here !/Chapter 10 YOLO/008. YOLO Non-Maxima Suppression.mp432.63MB
  14. ~Get Your Files Here !/Chapter 10 YOLO/009. RCNN.mp411.53MB
  15. ~Get Your Files Here !/Chapter 10 YOLO/010. YOLO Activity.mp45.26MB
  16. ~Get Your Files Here !/Chapter 11 Face Verification/001. Problem Setup.mp426.58MB
  17. ~Get Your Files Here !/Chapter 11 Face Verification/002. Project Implementation.mp471.52MB
  18. ~Get Your Files Here !/Chapter 11 Face Verification/003. Face Verification Activity.mp44.58MB
  19. ~Get Your Files Here !/Chapter 12 Neural Style Transfer/001. Problem Setup.mp4110.22MB
  20. ~Get Your Files Here !/Chapter 12 Neural Style Transfer/002. Implementation TensorFlow Hub.mp428.63MB
  21. ~Get Your Files Here !/Chapter 12 Neural Style Transfer/003. Thank You and Conclusion.mp412.31MB
  22. ~Get Your Files Here !/Chapter 2 Image Processing/001. Gray-Scale Images.mp437.23MB
  23. ~Get Your Files Here !/Chapter 2 Image Processing/002. Gray-Scale Images Quiz.mp43.99MB
  24. ~Get Your Files Here !/Chapter 2 Image Processing/003. Gray-Scale Images Solution.mp44.91MB
  25. ~Get Your Files Here !/Chapter 2 Image Processing/004. RGB Images.mp429.43MB
  26. ~Get Your Files Here !/Chapter 2 Image Processing/005. RGB Images Quiz.mp44.6MB
  27. ~Get Your Files Here !/Chapter 2 Image Processing/006. RGB Images Solution.mp45.02MB
  28. ~Get Your Files Here !/Chapter 2 Image Processing/007. Reading and Showing Images in Python.mp436.93MB
  29. ~Get Your Files Here !/Chapter 2 Image Processing/008. Reading and Showing Images in Python Quiz.mp44.07MB
  30. ~Get Your Files Here !/Chapter 2 Image Processing/009. Reading and Showing Images in Python Solution.mp4607.62KB
  31. ~Get Your Files Here !/Chapter 2 Image Processing/010. Converting an Image to Grayscale in Python.mp429.93MB
  32. ~Get Your Files Here !/Chapter 2 Image Processing/011. Converting an Image to Grayscale in Python Quiz.mp44.43MB
  33. ~Get Your Files Here !/Chapter 2 Image Processing/012. Converting an Image to Grayscale in Python Solution.mp45.41MB
  34. ~Get Your Files Here !/Chapter 2 Image Processing/013. Image Formation.mp414.47MB
  35. ~Get Your Files Here !/Chapter 2 Image Processing/014. Image Formation Quiz.mp44.33MB
  36. ~Get Your Files Here !/Chapter 2 Image Processing/015. Image Formation Solution.mp44.48MB
  37. ~Get Your Files Here !/Chapter 2 Image Processing/016. Image Blurring 1.mp436.91MB
  38. ~Get Your Files Here !/Chapter 2 Image Processing/017. Image Blurring 1 Quiz.mp41.78MB
  39. ~Get Your Files Here !/Chapter 2 Image Processing/018. Image Blurring 1 Solution.mp43.23MB
  40. ~Get Your Files Here !/Chapter 2 Image Processing/019. Image Blurring 2.mp439.06MB
  41. ~Get Your Files Here !/Chapter 2 Image Processing/020. Image Blurring 2 Quiz.mp44.42MB
  42. ~Get Your Files Here !/Chapter 2 Image Processing/021. Image Blurring 2 Solution.mp45.32MB
  43. ~Get Your Files Here !/Chapter 2 Image Processing/022. General Image Filtering.mp416.63MB
  44. ~Get Your Files Here !/Chapter 2 Image Processing/023. Convolution.mp422.76MB
  45. ~Get Your Files Here !/Chapter 2 Image Processing/024. Edge Detection.mp429.17MB
  46. ~Get Your Files Here !/Chapter 2 Image Processing/025. Image Sharpening.mp419.62MB
  47. ~Get Your Files Here !/Chapter 2 Image Processing/026. Implementation of Image Blurring Edge Detection Image Sharpening in Python.mp464.42MB
  48. ~Get Your Files Here !/Chapter 2 Image Processing/027. Parametric Shape Detection.mp434.16MB
  49. ~Get Your Files Here !/Chapter 2 Image Processing/028. Image Processing.mp415.08MB
  50. ~Get Your Files Here !/Chapter 2 Image Processing/029. Image Processing Activity.mp49.67MB
  51. ~Get Your Files Here !/Chapter 2 Image Processing/030. Image Processing Activity Solution.mp440.35MB
  52. ~Get Your Files Here !/Chapter 3 Object Detection/001. Introduction to Object Detection.mp435.74MB
  53. ~Get Your Files Here !/Chapter 3 Object Detection/002. Classification Pipeline.mp443.89MB
  54. ~Get Your Files Here !/Chapter 3 Object Detection/003. Classification Pipeline Quiz.mp44.22MB
  55. ~Get Your Files Here !/Chapter 3 Object Detection/004. Classification Pipeline Solution.mp4970.89KB
  56. ~Get Your Files Here !/Chapter 3 Object Detection/005. Sliding Window Implementation.mp424.97MB
  57. ~Get Your Files Here !/Chapter 3 Object Detection/006. Shift Scale Rotation Invariance.mp446.04MB
  58. ~Get Your Files Here !/Chapter 3 Object Detection/007. Shift Scale Rotation Invariance Exercise.mp458.64MB
  59. ~Get Your Files Here !/Chapter 3 Object Detection/008. Person Detection.mp442.15MB
  60. ~Get Your Files Here !/Chapter 3 Object Detection/009. HOG Features.mp438.04MB
  61. ~Get Your Files Here !/Chapter 3 Object Detection/010. HOG Features Exercise.mp428.57MB
  62. ~Get Your Files Here !/Chapter 3 Object Detection/011. Hand Engineering Versus CNNs.mp430.05MB
  63. ~Get Your Files Here !/Chapter 3 Object Detection/012. Object Detection Activity.mp4112.34KB
  64. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/001. Neuron and Perceptron.mp443.63MB
  65. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/002. DNN Architecture.mp422.61MB
  66. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/003. DNN Architecture Quiz.mp45.79MB
  67. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/004. DNN Architecture Solution.mp47.13MB
  68. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/005. FeedForward FullyConnected MLP.mp416.69MB
  69. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/006. Calculating Number of Weights of DNN.mp413.96MB
  70. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/007. Calculating Number of Weights of DNN Quiz.mp4347.59KB
  71. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/008. Calculating Number of Weights of DNN Solution.mp47.08MB
  72. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/009. Number of Neurons Versus Number of Layers.mp425.11MB
  73. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/010. Discriminative Versus Generative Learning.mp422.14MB
  74. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/011. Universal Approximation Theorem.mp426.77MB
  75. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/012. Why Depth.mp412.78MB
  76. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/013. Decision Boundary in DNN.mp422.09MB
  77. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/014. Decision Boundary in DNN Quiz.mp45.55MB
  78. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/015. Decision Boundary in DNN Solution.mp41.51MB
  79. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/016. BiasTerm.mp417.85MB
  80. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/017. BiasTerm Quiz.mp43.27MB
  81. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/018. BiasTerm Solution.mp44.02MB
  82. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/019. Activation Function.mp430.36MB
  83. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/020. Activation Function Quiz.mp41.37MB
  84. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/021. Activation Function Solution.mp46.27MB
  85. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/022. DNN Training Parameters.mp433.44MB
  86. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/023. DNN Training Parameters Quiz.mp44.5MB
  87. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/025. Gradient Descent.mp421.52MB
  88. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/026. Backpropagation.mp440.28MB
  89. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/027. Training DNN Animation.mp416.97MB
  90. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/028. Weight Initialization.mp441.79MB
  91. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/029. Weight Initialization Quiz.mp44.03MB
  92. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/030. Weight Initialization Solution.mp45.6MB
  93. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/031. Batch MiniBatch Stochastic Gradient Descent.mp428.83MB
  94. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/032. Batch Normalization.mp422.01MB
  95. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/033. Rprop and Momentum.mp457.97MB
  96. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/034. Rprop and Momentum Quiz.mp45.91MB
  97. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/035. Rprop and Momentum Solution.mp44.65MB
  98. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/036. Convergence Animation.mp432.24MB
  99. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/037. DropOut, Early Stopping and Hyperparameters.mp451.08MB
  100. ~Get Your Files Here !/Chapter 4 Deep Neural Network Overview/038. DropOut, Early Stopping and Hyperparameters Quiz.mp44.56MB
  101. ~Get Your Files Here !/Chapter 5 Deep Neural Network Architecture/001. Convolution Revisited.mp427.06MB
  102. ~Get Your Files Here !/Chapter 5 Deep Neural Network Architecture/002. Implementing Convolution in Python Revisited.mp422.62MB
  103. ~Get Your Files Here !/Chapter 5 Deep Neural Network Architecture/003. Why Convolution.mp418.75MB
  104. ~Get Your Files Here !/Chapter 5 Deep Neural Network Architecture/004. Filters Padding Strides.mp425.03MB
  105. ~Get Your Files Here !/Chapter 5 Deep Neural Network Architecture/005. Padding Image.mp430.9MB
  106. ~Get Your Files Here !/Chapter 5 Deep Neural Network Architecture/006. Pooling Tensors.mp422.42MB
  107. ~Get Your Files Here !/Chapter 5 Deep Neural Network Architecture/007. CNN Example.mp423MB
  108. ~Get Your Files Here !/Chapter 5 Deep Neural Network Architecture/008. Convolution and Pooling Details.mp426.97MB
  109. ~Get Your Files Here !/Chapter 5 Deep Neural Network Architecture/009. MaxPooling Exercise.mp48.82MB
  110. ~Get Your Files Here !/Chapter 5 Deep Neural Network Architecture/010. NonVectorized Implementations of Conv2d and Pool2d.mp463.89MB
  111. ~Get Your Files Here !/Chapter 5 Deep Neural Network Architecture/011. Deep Neural Network Architecture Activity.mp47.94MB
  112. ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/001. Example Setup.mp423.67MB
  113. ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/002. Why Derivatives.mp438.08MB
  114. ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/003. Why Derivatives Quiz.mp41.65MB
  115. ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/004. Why Derivatives Solution.mp48.55MB
  116. ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/005. What Is Chain Rule.mp429.53MB
  117. ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/006. Applying Chain Rule.mp423.01MB
  118. ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/007. Gradients of MaxPooling Layer.mp423.21MB
  119. ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/008. Gradients of MaxPooling Layer Quiz.mp42.59MB
  120. ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/009. Gradients of MaxPooling Layer Solution.mp43.76MB
  121. ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/010. Gradients of Convolutional Layer.mp437.61MB
  122. ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/011. Extending to Multiple Filters.mp416.04MB
  123. ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/012. Extending to Multiple Layers.mp425.29MB
  124. ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/014. Extending to Multiple Layers Solution.mp424.56MB
  125. ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/015. Implementation in NumPy ForwardPass.mp429.43MB
  126. ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/016. Implementation in NumPy BackwardPass 1.mp424.73MB
  127. ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/017. Implementation in NumPy BackwardPass 2.mp415.48MB
  128. ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/018. Implementation in NumPy BackwardPass 3.mp432.59MB
  129. ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/019. Implementation in NumPy BackwardPass 4.mp449.57MB
  130. ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/020. Implementation in NumPy BackwardPass 5.mp480.87MB
  131. ~Get Your Files Here !/Chapter 6 Gradient Descent in CNNs/021. Gradient Descent in CNNs Activity.mp4378.09KB
  132. ~Get Your Files Here !/Chapter 7 Introduction to TensorFlow/001. Introduction to TensorFlow.mp417.1MB
  133. ~Get Your Files Here !/Chapter 7 Introduction to TensorFlow/002. FashionMNIST Example Plan Neural Network.mp489.38MB
  134. ~Get Your Files Here !/Chapter 7 Introduction to TensorFlow/003. FashionMNIST Example CNN.mp488.26MB
  135. ~Get Your Files Here !/Chapter 7 Introduction to TensorFlow/004. Introduction to TensorFlow Activity.mp44.45MB
  136. ~Get Your Files Here !/Chapter 8 Classical CNNs/001. LeNet.mp414.51MB
  137. ~Get Your Files Here !/Chapter 8 Classical CNNs/002. LeNet Quiz.mp43.76MB
  138. ~Get Your Files Here !/Chapter 8 Classical CNNs/003. LeNet Solution.mp48.68MB
  139. ~Get Your Files Here !/Chapter 8 Classical CNNs/004. AlexNet.mp430.11MB
  140. ~Get Your Files Here !/Chapter 8 Classical CNNs/005. VGG.mp418.53MB
  141. ~Get Your Files Here !/Chapter 8 Classical CNNs/006. InceptionNet.mp430.02MB
  142. ~Get Your Files Here !/Chapter 8 Classical CNNs/007. GoogLeNet.mp418.38MB
  143. ~Get Your Files Here !/Chapter 8 Classical CNNs/008. Resnet.mp431.12MB
  144. ~Get Your Files Here !/Chapter 8 Classical CNNs/009. Classical CNNs Activity.mp44.85MB
  145. ~Get Your Files Here !/Chapter 9 Transfer Learning/001. What Is Transfer learning.mp414.93MB
  146. ~Get Your Files Here !/Chapter 9 Transfer Learning/002. Why Transfer Learning.mp439.11MB
  147. ~Get Your Files Here !/Chapter 9 Transfer Learning/003. ImageNet Challenge.mp442.58MB
  148. ~Get Your Files Here !/Chapter 9 Transfer Learning/004. Practical Tips.mp422.63MB
  149. ~Get Your Files Here !/Chapter 9 Transfer Learning/006. Transfer Learning Activity.mp44.96MB
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