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Deep Learning Advanced Computer Vision (GANs, SSD, +More!)

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Deep Learning Advanced Computer Vision GANs SSD More!

文件列表
  1. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/13. Setting Up Your Environment (FAQ by Student Request)/1. Windows-Focused Environment Setup 2018.mp4186.32MB
  2. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/1. Welcome/1. Introduction.mp47.77MB
  3. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/1. Welcome/2. Outline and Perspective.mp47.45MB
  4. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/1. Welcome/3. Where to get the code.mp446.05MB
  5. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/1. Welcome/4. How to Succeed in this Course.mp43.3MB
  6. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/2. Machine Learning Basics Review/1. What is Machine Learning.mp470.85MB
  7. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/2. Machine Learning Basics Review/2. Code Preparation (Classification Theory).mp465.13MB
  8. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/2. Machine Learning Basics Review/3. Beginner's Code Preamble.mp425.11MB
  9. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/2. Machine Learning Basics Review/4. Classification Notebook.mp460.47MB
  10. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/2. Machine Learning Basics Review/5. Code Preparation (Regression Theory).mp430.71MB
  11. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/2. Machine Learning Basics Review/6. Regression Notebook.mp464.67MB
  12. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/2. Machine Learning Basics Review/7. The Neuron.mp445.48MB
  13. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/2. Machine Learning Basics Review/8. How does a model learn.mp451.84MB
  14. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/2. Machine Learning Basics Review/9. Making Predictions.mp436.85MB
  15. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/2. Machine Learning Basics Review/10. Saving and Loading a Model.mp433.86MB
  16. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/2. Machine Learning Basics Review/11. Suggestion Box.mp416.11MB
  17. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/3. Artificial Neural Networks (ANN) Review/1. Artificial Neural Networks Section Introduction.mp429.85MB
  18. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/3. Artificial Neural Networks (ANN) Review/2. Forward Propagation.mp446.75MB
  19. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/3. Artificial Neural Networks (ANN) Review/3. The Geometrical Picture.mp456.46MB
  20. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/3. Artificial Neural Networks (ANN) Review/4. Activation Functions.mp480.61MB
  21. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/3. Artificial Neural Networks (ANN) Review/5. Multiclass Classification.mp441.41MB
  22. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/3. Artificial Neural Networks (ANN) Review/6. How to Represent Images.mp470.49MB
  23. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/3. Artificial Neural Networks (ANN) Review/7. Code Preparation (ANN).mp450.97MB
  24. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/3. Artificial Neural Networks (ANN) Review/8. ANN for Image Classification.mp447.71MB
  25. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/3. Artificial Neural Networks (ANN) Review/9. ANN for Regression.mp469.23MB
  26. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/1. What is Convolution (part 1).mp479.83MB
  27. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/2. What is Convolution (part 2).mp422.3MB
  28. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/3. What is Convolution (part 3).mp427.63MB
  29. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/4. Convolution on Color Images.mp469.43MB
  30. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/5. CNN Architecture.mp480.68MB
  31. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/6. CNN Code Preparation.mp476.91MB
  32. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/7. CNN for Fashion MNIST.mp442.8MB
  33. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/8. CNN for CIFAR-10.mp429.69MB
  34. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/9. Data Augmentation.mp434.99MB
  35. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/10. Batch Normalization.mp421.13MB
  36. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/11. Improving CIFAR-10 Results.mp472.94MB
  37. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/5. VGG and Transfer Learning/1. VGG Section Intro.mp42.69MB
  38. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/5. VGG and Transfer Learning/2. What's so special about VGG.mp412.19MB
  39. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/5. VGG and Transfer Learning/3. Transfer Learning.mp438.12MB
  40. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/5. VGG and Transfer Learning/4. Relationship to Greedy Layer-Wise Pretraining.mp43.88MB
  41. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/5. VGG and Transfer Learning/5. Getting the data.mp41.77MB
  42. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/5. VGG and Transfer Learning/6. Code pt 1.mp411.51MB
  43. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/5. VGG and Transfer Learning/7. Code pt 2.mp48.56MB
  44. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/5. VGG and Transfer Learning/8. Code pt 3.mp44.22MB
  45. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/5. VGG and Transfer Learning/9. VGG Section Summary.mp43.15MB
  46. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/1. ResNet Section Intro.mp42.82MB
  47. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/2. ResNet Architecture.mp410.39MB
  48. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/3. Building ResNet - Strategy.mp42.66MB
  49. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/4. Uh-oh! What Happens if the Implementation Changes.mp425.34MB
  50. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/5. Building ResNet - Conv Block Details.mp46.18MB
  51. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/6. Building ResNet - Conv Block Code.mp48.97MB
  52. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/7. Building ResNet - Identity Block Details.mp42.38MB
  53. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/8. Building ResNet - First Few Layers.mp44.03MB
  54. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/9. Building ResNet - First Few Layers (Code).mp410.31MB
  55. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/10. Building ResNet - Putting it all together.mp45.91MB
  56. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/11. Exercise Apply ResNet.mp42.07MB
  57. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/12. Applying ResNet.mp43.59MB
  58. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/13. 1x1 Convolutions.mp43.11MB
  59. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/14. Optional Inception.mp45.39MB
  60. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/15. Different sized images using the same network.mp47.41MB
  61. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/16. ResNet Section Summary.mp44.19MB
  62. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/7. Object Detection (SSD RetinaNet)/1. SSD Section Intro.mp45.69MB
  63. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/7. Object Detection (SSD RetinaNet)/2. Object Localization.mp45.69MB
  64. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/7. Object Detection (SSD RetinaNet)/3. What is Object Detection.mp44.79MB
  65. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/7. Object Detection (SSD RetinaNet)/4. How would you find an object in an image.mp47.85MB
  66. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/7. Object Detection (SSD RetinaNet)/5. The Problem of Scale.mp44.16MB
  67. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/7. Object Detection (SSD RetinaNet)/6. The Problem of Shape.mp43.59MB
  68. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/7. Object Detection (SSD RetinaNet)/7. 2020 Update - More Fun and Excitement.mp434.59MB
  69. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/7. Object Detection (SSD RetinaNet)/8. Using Pretrained RetinaNet.mp488.23MB
  70. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/7. Object Detection (SSD RetinaNet)/9. RetinaNet with Custom Dataset (pt 1).mp426.6MB
  71. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/7. Object Detection (SSD RetinaNet)/10. RetinaNet with Custom Dataset (pt 2).mp460.52MB
  72. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/7. Object Detection (SSD RetinaNet)/11. RetinaNet with Custom Dataset (pt 3).mp461.81MB
  73. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/7. Object Detection (SSD RetinaNet)/12. Optional Intersection over Union & Non-max Suppression.mp44.59MB
  74. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/7. Object Detection (SSD RetinaNet)/13. SSD Section Summary.mp42.83MB
  75. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/8. Neural Style Transfer/1. Style Transfer Section Intro.mp42.91MB
  76. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/8. Neural Style Transfer/2. Style Transfer Theory.mp419.94MB
  77. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/8. Neural Style Transfer/3. Optimizing the Loss.mp47.24MB
  78. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/8. Neural Style Transfer/4. Code pt 1.mp49.46MB
  79. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/8. Neural Style Transfer/5. Code pt 2.mp415.71MB
  80. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/8. Neural Style Transfer/6. Code pt 3.mp45.74MB
  81. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/8. Neural Style Transfer/7. Style Transfer Section Summary.mp42.5MB
  82. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/9. Class Activation Maps/1. Class Activation Maps (Theory).mp453.42MB
  83. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/9. Class Activation Maps/2. Class Activation Maps (Code).mp4104.76MB
  84. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/10. GANs (Generative Adversarial Networks)/1. GAN Theory.mp491.06MB
  85. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/10. GANs (Generative Adversarial Networks)/3. GAN Code.mp482.29MB
  86. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/11. Object Localization Project/1. Localization Introduction and Outline.mp462.9MB
  87. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/11. Object Localization Project/2. Localization Code Outline (pt 1).mp441.29MB
  88. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/11. Object Localization Project/4. Localization Code (pt 1).mp453.81MB
  89. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/11. Object Localization Project/5. Localization Code Outline (pt 2).mp418.71MB
  90. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/11. Object Localization Project/6. Localization Code (pt 2).mp458.6MB
  91. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/11. Object Localization Project/7. Localization Code Outline (pt 3).mp412.33MB
  92. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/11. Object Localization Project/8. Localization Code (pt 3).mp430.06MB
  93. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/11. Object Localization Project/9. Localization Code Outline (pt 4).mp413.66MB
  94. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/11. Object Localization Project/10. Localization Code (pt 4).mp413.32MB
  95. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/11. Object Localization Project/11. Localization Code Outline (pt 5).mp443.07MB
  96. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/11. Object Localization Project/12. Localization Code (pt 5).mp459.85MB
  97. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/11. Object Localization Project/13. Localization Code Outline (pt 6).mp433.57MB
  98. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/11. Object Localization Project/14. Localization Code (pt 6).mp456.68MB
  99. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/11. Object Localization Project/15. Localization Code Outline (pt 7).mp420.61MB
  100. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/11. Object Localization Project/16. Localization Code (pt 7).mp477.18MB
  101. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/12. Keras and Tensorflow 2 Basics Review/1. (Review) Tensorflow Basics.mp481.53MB
  102. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/12. Keras and Tensorflow 2 Basics Review/2. (Review) Tensorflow Neural Network in Code.mp497.24MB
  103. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/12. Keras and Tensorflow 2 Basics Review/3. (Review) Keras Discussion.mp427.64MB
  104. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/12. Keras and Tensorflow 2 Basics Review/4. (Review) Keras Neural Network in Code.mp466.16MB
  105. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/12. Keras and Tensorflow 2 Basics Review/5. (Review) Keras Functional API.mp438.64MB
  106. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/12. Keras and Tensorflow 2 Basics Review/6. (Review) How to easily convert Keras into Tensorflow 2.0 code.mp49.81MB
  107. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/13. Setting Up Your Environment (FAQ by Student Request)/2. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp443.82MB
  108. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/14. Extra Help With Python Coding for Beginners (FAQ by Student Request)/1. How to Code by Yourself (part 1).mp424.53MB
  109. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/14. Extra Help With Python Coding for Beginners (FAQ by Student Request)/2. How to Code by Yourself (part 2).mp48.64MB
  110. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/14. Extra Help With Python Coding for Beginners (FAQ by Student Request)/3. Proof that using Jupyter Notebook is the same as not using it.mp478.26MB
  111. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/14. Extra Help With Python Coding for Beginners (FAQ by Student Request)/4. Python 2 vs Python 3.mp45.47MB
  112. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/15. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/1. How to Succeed in this Course (Long Version).mp412.99MB
  113. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/15. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp438.95MB
  114. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/15. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/3. Machine Learning and AI Prerequisite Roadmap (pt 1).mp429.32MB
  115. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/15. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/4. Machine Learning and AI Prerequisite Roadmap (pt 2).mp437.62MB
  116. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/16. Appendix FAQ Finale/1. What is the Appendix.mp45.45MB
  117. Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/16. Appendix FAQ Finale/2. BONUS Where to get discount coupons and FREE deep learning material.mp437.81MB
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