Pluralsight Path. Building Deep Learning Solutions with PyTorch (2020)

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Pluralsight  Path  Building  Deep  Learning  Solutions  with  PyTorch  2020  
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Files
  1. A1. Foundations of PyTorch (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4 3.70MB
  2. A1. Foundations of PyTorch (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.vtt 2.87KB
  3. A1. Foundations of PyTorch (Janani Ravi, 2019)/2. Getting Started with PyTorch for Machine Learning/01. Version Check.mp4 550.56KB
  4. A1. Foundations of PyTorch (Janani Ravi, 2019)/2. Getting Started with PyTorch for Machine Learning/01. Version Check.vtt 7B
  5. A1. Foundations of PyTorch (Janani Ravi, 2019)/2. Getting Started with PyTorch for Machine Learning/02. Module Overview.mp4 1.30MB
  6. A1. Foundations of PyTorch (Janani Ravi, 2019)/2. Getting Started with PyTorch for Machine Learning/02. Module Overview.vtt 1.44KB
  7. A1. Foundations of PyTorch (Janani Ravi, 2019)/2. Getting Started with PyTorch for Machine Learning/03. Prerequisites and Course Outline.mp4 2.80MB
  8. A1. Foundations of PyTorch (Janani Ravi, 2019)/2. Getting Started with PyTorch for Machine Learning/03. Prerequisites and Course Outline.vtt 3.06KB
  9. A1. Foundations of PyTorch (Janani Ravi, 2019)/2. Getting Started with PyTorch for Machine Learning/04. Representation Learning Using Neural Networks.mp4 10.35MB
  10. A1. Foundations of PyTorch (Janani Ravi, 2019)/2. Getting Started with PyTorch for Machine Learning/04. Representation Learning Using Neural Networks.vtt 9.86KB
  11. A1. Foundations of PyTorch (Janani Ravi, 2019)/2. Getting Started with PyTorch for Machine Learning/05. Neuron as a Mathematical Function.mp4 9.26MB
  12. A1. Foundations of PyTorch (Janani Ravi, 2019)/2. Getting Started with PyTorch for Machine Learning/05. Neuron as a Mathematical Function.vtt 8.11KB
  13. A1. Foundations of PyTorch (Janani Ravi, 2019)/2. Getting Started with PyTorch for Machine Learning/06. Activation Functions.mp4 7.32MB
  14. A1. Foundations of PyTorch (Janani Ravi, 2019)/2. Getting Started with PyTorch for Machine Learning/06. Activation Functions.vtt 7.39KB
  15. A1. Foundations of PyTorch (Janani Ravi, 2019)/2. Getting Started with PyTorch for Machine Learning/07. Introducing PyTorch.mp4 5.73MB
  16. A1. Foundations of PyTorch (Janani Ravi, 2019)/2. Getting Started with PyTorch for Machine Learning/07. Introducing PyTorch.vtt 6.55KB
  17. A1. Foundations of PyTorch (Janani Ravi, 2019)/2. Getting Started with PyTorch for Machine Learning/08. TensorFlow and PyTorch.mp4 6.75MB
  18. A1. Foundations of PyTorch (Janani Ravi, 2019)/2. Getting Started with PyTorch for Machine Learning/08. TensorFlow and PyTorch.vtt 6.71KB
  19. A1. Foundations of PyTorch (Janani Ravi, 2019)/2. Getting Started with PyTorch for Machine Learning/09. Demo - PyTorch Install and Setup.mp4 9.51MB
  20. A1. Foundations of PyTorch (Janani Ravi, 2019)/2. Getting Started with PyTorch for Machine Learning/09. Demo - PyTorch Install and Setup.vtt 7.82KB
  21. A1. Foundations of PyTorch (Janani Ravi, 2019)/2. Getting Started with PyTorch for Machine Learning/10. Summary.mp4 1.40MB
  22. A1. Foundations of PyTorch (Janani Ravi, 2019)/2. Getting Started with PyTorch for Machine Learning/10. Summary.vtt 1.52KB
  23. A1. Foundations of PyTorch (Janani Ravi, 2019)/3. Working PyTorch Tensors/01. Module Overview.mp4 3.21MB
  24. A1. Foundations of PyTorch (Janani Ravi, 2019)/3. Working PyTorch Tensors/01. Module Overview.vtt 2.94KB
  25. A1. Foundations of PyTorch (Janani Ravi, 2019)/3. Working PyTorch Tensors/02. Demo - Creating and Initializing Tensors.mp4 13.19MB
  26. A1. Foundations of PyTorch (Janani Ravi, 2019)/3. Working PyTorch Tensors/02. Demo - Creating and Initializing Tensors.vtt 12.30KB
  27. A1. Foundations of PyTorch (Janani Ravi, 2019)/3. Working PyTorch Tensors/03. Demo - Simple Operations on Tensors.mp4 10.82MB
  28. A1. Foundations of PyTorch (Janani Ravi, 2019)/3. Working PyTorch Tensors/03. Demo - Simple Operations on Tensors.vtt 9.90KB
  29. A1. Foundations of PyTorch (Janani Ravi, 2019)/3. Working PyTorch Tensors/04. Demo - Elementwise and Matrix Operations on Tensors.mp4 7.69MB
  30. A1. Foundations of PyTorch (Janani Ravi, 2019)/3. Working PyTorch Tensors/04. Demo - Elementwise and Matrix Operations on Tensors.vtt 7.23KB
  31. A1. Foundations of PyTorch (Janani Ravi, 2019)/3. Working PyTorch Tensors/05. Demo - Converting between PyTorch Tensors and NumPy Arrays.mp4 8.39MB
  32. A1. Foundations of PyTorch (Janani Ravi, 2019)/3. Working PyTorch Tensors/05. Demo - Converting between PyTorch Tensors and NumPy Arrays.vtt 7.30KB
  33. A1. Foundations of PyTorch (Janani Ravi, 2019)/3. Working PyTorch Tensors/06. PyTorch Support for CUDA Devices.mp4 9.47MB
  34. A1. Foundations of PyTorch (Janani Ravi, 2019)/3. Working PyTorch Tensors/06. PyTorch Support for CUDA Devices.vtt 8.57KB
  35. A1. Foundations of PyTorch (Janani Ravi, 2019)/3. Working PyTorch Tensors/07. Demo - Setting up a Deep Learning VM to Work with GPUs.mp4 15.47MB
  36. A1. Foundations of PyTorch (Janani Ravi, 2019)/3. Working PyTorch Tensors/07. Demo - Setting up a Deep Learning VM to Work with GPUs.vtt 9.07KB
  37. A1. Foundations of PyTorch (Janani Ravi, 2019)/3. Working PyTorch Tensors/08. Demo - Creating Tensors on CUDA-enabled Devices.mp4 6.93MB
  38. A1. Foundations of PyTorch (Janani Ravi, 2019)/3. Working PyTorch Tensors/08. Demo - Creating Tensors on CUDA-enabled Devices.vtt 6.26KB
  39. A1. Foundations of PyTorch (Janani Ravi, 2019)/3. Working PyTorch Tensors/09. Demo - Working with the Device Context Manager.mp4 9.23MB
  40. A1. Foundations of PyTorch (Janani Ravi, 2019)/3. Working PyTorch Tensors/09. Demo - Working with the Device Context Manager.vtt 7.17KB
  41. A1. Foundations of PyTorch (Janani Ravi, 2019)/3. Working PyTorch Tensors/10. Summary.mp4 1.54MB
  42. A1. Foundations of PyTorch (Janani Ravi, 2019)/3. Working PyTorch Tensors/10. Summary.vtt 1.72KB
  43. A1. Foundations of PyTorch (Janani Ravi, 2019)/4. Working with Gradients Using the Autograd Library/01. Module Overview.mp4 1.54MB
  44. A1. Foundations of PyTorch (Janani Ravi, 2019)/4. Working with Gradients Using the Autograd Library/01. Module Overview.vtt 1.87KB
  45. A1. Foundations of PyTorch (Janani Ravi, 2019)/4. Working with Gradients Using the Autograd Library/02. Gradient Descent Optimization.mp4 6.32MB
  46. A1. Foundations of PyTorch (Janani Ravi, 2019)/4. Working with Gradients Using the Autograd Library/02. Gradient Descent Optimization.vtt 6.42KB
  47. A1. Foundations of PyTorch (Janani Ravi, 2019)/4. Working with Gradients Using the Autograd Library/03. Forward and Backward Passes.mp4 4.92MB
  48. A1. Foundations of PyTorch (Janani Ravi, 2019)/4. Working with Gradients Using the Autograd Library/03. Forward and Backward Passes.vtt 4.64KB
  49. A1. Foundations of PyTorch (Janani Ravi, 2019)/4. Working with Gradients Using the Autograd Library/04. Calculating Gradients.mp4 7.31MB
  50. A1. Foundations of PyTorch (Janani Ravi, 2019)/4. Working with Gradients Using the Autograd Library/04. Calculating Gradients.vtt 7.41KB
  51. A1. Foundations of PyTorch (Janani Ravi, 2019)/4. Working with Gradients Using the Autograd Library/05. Using Gradients to Update Model Parameters.mp4 5.90MB
  52. A1. Foundations of PyTorch (Janani Ravi, 2019)/4. Working with Gradients Using the Autograd Library/05. Using Gradients to Update Model Parameters.vtt 5.74KB
  53. A1. Foundations of PyTorch (Janani Ravi, 2019)/4. Working with Gradients Using the Autograd Library/06. Two Passes in Reverse Mode Automatic Differentiation.mp4 5.99MB
  54. A1. Foundations of PyTorch (Janani Ravi, 2019)/4. Working with Gradients Using the Autograd Library/06. Two Passes in Reverse Mode Automatic Differentiation.vtt 6.35KB
  55. A1. Foundations of PyTorch (Janani Ravi, 2019)/4. Working with Gradients Using the Autograd Library/07. Demo - Introducing Autograd.mp4 10.08MB
  56. A1. Foundations of PyTorch (Janani Ravi, 2019)/4. Working with Gradients Using the Autograd Library/07. Demo - Introducing Autograd.vtt 9.37KB
  57. A1. Foundations of PyTorch (Janani Ravi, 2019)/4. Working with Gradients Using the Autograd Library/08. Demo - Working with Gradients.mp4 7.61MB
  58. A1. Foundations of PyTorch (Janani Ravi, 2019)/4. Working with Gradients Using the Autograd Library/08. Demo - Working with Gradients.vtt 7.25KB
  59. A1. Foundations of PyTorch (Janani Ravi, 2019)/4. Working with Gradients Using the Autograd Library/09. Demo - Variables and Tensors.mp4 3.64MB
  60. A1. Foundations of PyTorch (Janani Ravi, 2019)/4. Working with Gradients Using the Autograd Library/09. Demo - Variables and Tensors.vtt 3.54KB
  61. A1. Foundations of PyTorch (Janani Ravi, 2019)/4. Working with Gradients Using the Autograd Library/10. Demo - Training a Linear Model Using Autograd.mp4 15.40MB
  62. A1. Foundations of PyTorch (Janani Ravi, 2019)/4. Working with Gradients Using the Autograd Library/10. Demo - Training a Linear Model Using Autograd.vtt 13.20KB
  63. A1. Foundations of PyTorch (Janani Ravi, 2019)/4. Working with Gradients Using the Autograd Library/11. Summary.mp4 2.07MB
  64. A1. Foundations of PyTorch (Janani Ravi, 2019)/4. Working with Gradients Using the Autograd Library/11. Summary.vtt 2.56KB
  65. A1. Foundations of PyTorch (Janani Ravi, 2019)/5. Building Dynamic Computation Graphs/01. Module Overview.mp4 883.38KB
  66. A1. Foundations of PyTorch (Janani Ravi, 2019)/5. Building Dynamic Computation Graphs/01. Module Overview.vtt 964B
  67. A1. Foundations of PyTorch (Janani Ravi, 2019)/5. Building Dynamic Computation Graphs/02. Static vs. Dynamic Computation Graphs.mp4 11.53MB
  68. A1. Foundations of PyTorch (Janani Ravi, 2019)/5. Building Dynamic Computation Graphs/02. Static vs. Dynamic Computation Graphs.vtt 10.92KB
  69. A1. Foundations of PyTorch (Janani Ravi, 2019)/5. Building Dynamic Computation Graphs/03. Dynamic Computation Graphs in PyTorch.mp4 1.83MB
  70. A1. Foundations of PyTorch (Janani Ravi, 2019)/5. Building Dynamic Computation Graphs/03. Dynamic Computation Graphs in PyTorch.vtt 1.79KB
  71. A1. Foundations of PyTorch (Janani Ravi, 2019)/5. Building Dynamic Computation Graphs/04. Demo - Installing Tensorflow, Graphviz, and Hidden Layer.mp4 3.04MB
  72. A1. Foundations of PyTorch (Janani Ravi, 2019)/5. Building Dynamic Computation Graphs/04. Demo - Installing Tensorflow, Graphviz, and Hidden Layer.vtt 2.16KB
  73. A1. Foundations of PyTorch (Janani Ravi, 2019)/5. Building Dynamic Computation Graphs/05. Demo - Building Dynamic Computations Graphs with PyTorch.mp4 4.14MB
  74. A1. Foundations of PyTorch (Janani Ravi, 2019)/5. Building Dynamic Computation Graphs/05. Demo - Building Dynamic Computations Graphs with PyTorch.vtt 4.13KB
  75. A1. Foundations of PyTorch (Janani Ravi, 2019)/5. Building Dynamic Computation Graphs/06. Demo - Visualizing Neural Networks in PyTorch Using Hidden Layer.mp4 5.35MB
  76. A1. Foundations of PyTorch (Janani Ravi, 2019)/5. Building Dynamic Computation Graphs/06. Demo - Visualizing Neural Networks in PyTorch Using Hidden Layer.vtt 5.45KB
  77. A1. Foundations of PyTorch (Janani Ravi, 2019)/5. Building Dynamic Computation Graphs/07. Demo - Building Static Computation Graphs with Tensorflow.mp4 11.05MB
  78. A1. Foundations of PyTorch (Janani Ravi, 2019)/5. Building Dynamic Computation Graphs/07. Demo - Building Static Computation Graphs with Tensorflow.vtt 10.09KB
  79. A1. Foundations of PyTorch (Janani Ravi, 2019)/5. Building Dynamic Computation Graphs/08. Demo - Visualizing Tensorflow Graphs with Tensorboard.mp4 3.92MB
  80. A1. Foundations of PyTorch (Janani Ravi, 2019)/5. Building Dynamic Computation Graphs/08. Demo - Visualizing Tensorflow Graphs with Tensorboard.vtt 3.79KB
  81. A1. Foundations of PyTorch (Janani Ravi, 2019)/5. Building Dynamic Computation Graphs/09. Demo - Dynamic Computation Graphs in Tensorflow with Eager Execution.mp4 5.98MB
  82. A1. Foundations of PyTorch (Janani Ravi, 2019)/5. Building Dynamic Computation Graphs/09. Demo - Dynamic Computation Graphs in Tensorflow with Eager Execution.vtt 5.29KB
  83. A1. Foundations of PyTorch (Janani Ravi, 2019)/5. Building Dynamic Computation Graphs/10. Debugging in PyTorch and Tensorflow.mp4 2.13MB
  84. A1. Foundations of PyTorch (Janani Ravi, 2019)/5. Building Dynamic Computation Graphs/10. Debugging in PyTorch and Tensorflow.vtt 2.25KB
  85. A1. Foundations of PyTorch (Janani Ravi, 2019)/5. Building Dynamic Computation Graphs/11. Summary and Further Study.mp4 2.27MB
  86. A1. Foundations of PyTorch (Janani Ravi, 2019)/5. Building Dynamic Computation Graphs/11. Summary and Further Study.vtt 2.80KB
  87. A1. Foundations of PyTorch (Janani Ravi, 2019)/exercise.7z 1.32MB
  88. A1. Foundations of PyTorch (Janani Ravi, 2019)/playlist.m3u 3.59KB
  89. A1. Foundations of PyTorch (Janani Ravi, 2019)/~i.txt 2.34KB
  90. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4 3.81MB
  91. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.vtt 2.80KB
  92. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/2. Installing PyTorch on a Local Machine/01. Version Check.mp4 560.53KB
  93. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/2. Installing PyTorch on a Local Machine/01. Version Check.vtt 7B
  94. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/2. Installing PyTorch on a Local Machine/02. Module Overview.mp4 1.63MB
  95. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/2. Installing PyTorch on a Local Machine/02. Module Overview.vtt 1.58KB
  96. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/2. Installing PyTorch on a Local Machine/03. Prerequisites and Course Outline.mp4 1.99MB
  97. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/2. Installing PyTorch on a Local Machine/03. Prerequisites and Course Outline.vtt 2.55KB
  98. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/2. Installing PyTorch on a Local Machine/04. CUDA Support in PyTorch.mp4 10.08MB
  99. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/2. Installing PyTorch on a Local Machine/04. CUDA Support in PyTorch.vtt 9.31KB
  100. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/2. Installing PyTorch on a Local Machine/05. Exploring PyTorch Install Options on a Local Machine.mp4 4.38MB
  101. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/2. Installing PyTorch on a Local Machine/05. Exploring PyTorch Install Options on a Local Machine.vtt 3.14KB
  102. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/2. Installing PyTorch on a Local Machine/06. Setting up a Virtual Machine.mp4 9.41MB
  103. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/2. Installing PyTorch on a Local Machine/06. Setting up a Virtual Machine.vtt 5.93KB
  104. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/2. Installing PyTorch on a Local Machine/07. Installing PyTorch with CPU Support Using Conda.mp4 19.17MB
  105. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/2. Installing PyTorch on a Local Machine/07. Installing PyTorch with CPU Support Using Conda.vtt 10.67KB
  106. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/2. Installing PyTorch on a Local Machine/08. Installing PyTorch with CPU Support Using Pip.mp4 10.37MB
  107. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/2. Installing PyTorch on a Local Machine/08. Installing PyTorch with CPU Support Using Pip.vtt 4.59KB
  108. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/2. Installing PyTorch on a Local Machine/09. Adding GPU Support to the VM and Installing the CUDA Toolkit.mp4 15.10MB
  109. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/2. Installing PyTorch on a Local Machine/09. Adding GPU Support to the VM and Installing the CUDA Toolkit.vtt 7.00KB
  110. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/2. Installing PyTorch on a Local Machine/10. Installing PyTorch with GPU Support Using Conda.mp4 9.74MB
  111. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/2. Installing PyTorch on a Local Machine/10. Installing PyTorch with GPU Support Using Conda.vtt 4.54KB
  112. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/2. Installing PyTorch on a Local Machine/11. Installing PyTorch with CUDA Support Using Pip.mp4 5.37MB
  113. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/2. Installing PyTorch on a Local Machine/11. Installing PyTorch with CUDA Support Using Pip.vtt 3.16KB
  114. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/2. Installing PyTorch on a Local Machine/12. Module Summary.mp4 1.87MB
  115. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/2. Installing PyTorch on a Local Machine/12. Module Summary.vtt 2.02KB
  116. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/3. Understanding Linear Regression with a Single Neuron/1. Module Overview.mp4 1.77MB
  117. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/3. Understanding Linear Regression with a Single Neuron/1. Module Overview.vtt 1.77KB
  118. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/3. Understanding Linear Regression with a Single Neuron/2. Linear Regression.mp4 6.28MB
  119. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/3. Understanding Linear Regression with a Single Neuron/2. Linear Regression.vtt 6.46KB
  120. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/3. Understanding Linear Regression with a Single Neuron/3. Finding the Best Fit Line.mp4 5.23MB
  121. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/3. Understanding Linear Regression with a Single Neuron/3. Finding the Best Fit Line.vtt 4.90KB
  122. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/3. Understanding Linear Regression with a Single Neuron/4. Gradient Descent.mp4 7.27MB
  123. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/3. Understanding Linear Regression with a Single Neuron/4. Gradient Descent.vtt 6.73KB
  124. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/3. Understanding Linear Regression with a Single Neuron/5. Training a Simple Neural Network with One Neuron.mp4 12.18MB
  125. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/3. Understanding Linear Regression with a Single Neuron/5. Training a Simple Neural Network with One Neuron.vtt 9.02KB
  126. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/3. Understanding Linear Regression with a Single Neuron/7. Preventing Overfitting Using Regularization.mp4 7.32MB
  127. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/3. Understanding Linear Regression with a Single Neuron/7. Preventing Overfitting Using Regularization.vtt 8.39KB
  128. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/3. Understanding Linear Regression with a Single Neuron/9. Module Summary.mp4 2.30MB
  129. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/3. Understanding Linear Regression with a Single Neuron/9. Module Summary.vtt 2.43KB
  130. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/4. Building a Regression Model Using PyTorch/01. Module Overview.mp4 1.73MB
  131. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/4. Building a Regression Model Using PyTorch/01. Module Overview.vtt 1.57KB
  132. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/4. Building a Regression Model Using PyTorch/02. Training a Neural Network Forward and Backward Passes.mp4 4.16MB
  133. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/4. Building a Regression Model Using PyTorch/02. Training a Neural Network Forward and Backward Passes.vtt 3.72KB
  134. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/4. Building a Regression Model Using PyTorch/03. Optimizers.mp4 5.76MB
  135. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/4. Building a Regression Model Using PyTorch/03. Optimizers.vtt 6.07KB
  136. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/4. Building a Regression Model Using PyTorch/04. Building a Neural Network Using PyTorch Layers.mp4 10.46MB
  137. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/4. Building a Regression Model Using PyTorch/04. Building a Neural Network Using PyTorch Layers.vtt 7.43KB
  138. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/4. Building a Regression Model Using PyTorch/05. Training a Neural Network Using Optimizers.mp4 4.77MB
  139. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/4. Building a Regression Model Using PyTorch/05. Training a Neural Network Using Optimizers.vtt 3.31KB
  140. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/4. Building a Regression Model Using PyTorch/06. Dropout.mp4 5.66MB
  141. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/4. Building a Regression Model Using PyTorch/06. Dropout.vtt 4.12KB
  142. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/4. Building a Regression Model Using PyTorch/07. Epochs and Batches.mp4 2.59MB
  143. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/4. Building a Regression Model Using PyTorch/07. Epochs and Batches.vtt 2.57KB
  144. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/4. Building a Regression Model Using PyTorch/08. Exploring the Bike Sharing Dataset.mp4 11.75MB
  145. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/4. Building a Regression Model Using PyTorch/08. Exploring the Bike Sharing Dataset.vtt 7.56KB
  146. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/4. Building a Regression Model Using PyTorch/09. Using Datasets and Data Loaders in PyTorch.mp4 5.38MB
  147. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/4. Building a Regression Model Using PyTorch/09. Using Datasets and Data Loaders in PyTorch.vtt 3.70KB
  148. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/4. Building a Regression Model Using PyTorch/11. Working with Different Neural Network Architectures.mp4 9.11MB
  149. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/4. Building a Regression Model Using PyTorch/11. Working with Different Neural Network Architectures.vtt 4.61KB
  150. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/4. Building a Regression Model Using PyTorch/12. Module Summary.mp4 1.95MB
  151. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/4. Building a Regression Model Using PyTorch/12. Module Summary.vtt 1.93KB
  152. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/5. Building a Classification Model Using PyTorch/01. Module Overview.mp4 1.77MB
  153. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/5. Building a Classification Model Using PyTorch/01. Module Overview.vtt 1.88KB
  154. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/5. Building a Classification Model Using PyTorch/02. Softmax and Cross Entropy.mp4 6.67MB
  155. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/5. Building a Classification Model Using PyTorch/02. Softmax and Cross Entropy.vtt 6.35KB
  156. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/5. Building a Classification Model Using PyTorch/03. Softmax and LogSoftmax.mp4 4.48MB
  157. A2. Building Your First PyTorch Solution (Janani Ravi, 2019)/5. Building a Classification Model Using PyTorch/03. Softmax and LogSoftmax.vtt 3.86KB
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  320. B1. Image Classification with PyTorch (Janani Ravi, 2019)/6. Optimizing Image Classification with Hyperparameter Tuning/7. Choosing Convolution Kernel Sizes.mp4 8.24MB
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  322. B1. Image Classification with PyTorch (Janani Ravi, 2019)/6. Optimizing Image Classification with Hyperparameter Tuning/9. Module Summary.mp4 1.64MB
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  324. B1. Image Classification with PyTorch (Janani Ravi, 2019)/7. Performing Image Classification with Pre-trained Models/1. Module Overview.mp4 1.81MB
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  330. B1. Image Classification with PyTorch (Janani Ravi, 2019)/7. Performing Image Classification with Pre-trained Models/4. The Train Function to Find the Best Model Weights.mp4 8.45MB
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  336. B1. Image Classification with PyTorch (Janani Ravi, 2019)/7. Performing Image Classification with Pre-trained Models/7. Summary and Further Study.mp4 2.13MB
  337. B1. Image Classification with PyTorch (Janani Ravi, 2019)/7. Performing Image Classification with Pre-trained Models/7. Summary and Further Study.vtt 2.44KB
  338. B1. Image Classification with PyTorch (Janani Ravi, 2019)/exercise.7z 156.73MB
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  343. B2. Style Transfer with PyTorch (Janani Ravi, 2019)/2. Understanding Neural Style Transfer/01. Version Check.mp4 554.89KB
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  347. B2. Style Transfer with PyTorch (Janani Ravi, 2019)/2. Understanding Neural Style Transfer/03. Prerequisites and Course Outline.mp4 2.30MB
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  349. B2. Style Transfer with PyTorch (Janani Ravi, 2019)/2. Understanding Neural Style Transfer/04. Content, Style, and Target Images.mp4 7.26MB
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  357. B2. Style Transfer with PyTorch (Janani Ravi, 2019)/2. Understanding Neural Style Transfer/08. Style Loss - Gram Matrix.mp4 5.75MB
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  359. B2. Style Transfer with PyTorch (Janani Ravi, 2019)/2. Understanding Neural Style Transfer/09. Setting up a Deep Learning Virtual Machine.mp4 11.45MB
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  361. B2. Style Transfer with PyTorch (Janani Ravi, 2019)/2. Understanding Neural Style Transfer/10. Using Convolution Filters to Detect Features.mp4 14.67MB
  362. B2. Style Transfer with PyTorch (Janani Ravi, 2019)/2. Understanding Neural Style Transfer/10. Using Convolution Filters to Detect Features.vtt 11.24KB
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  367. B2. Style Transfer with PyTorch (Janani Ravi, 2019)/3. Implementing Neural Style Transfer in PyTorch/2. Pretrained Models for Style Transfer.mp4 3.82MB
  368. B2. Style Transfer with PyTorch (Janani Ravi, 2019)/3. Implementing Neural Style Transfer in PyTorch/2. Pretrained Models for Style Transfer.vtt 3.45KB
  369. B2. Style Transfer with PyTorch (Janani Ravi, 2019)/3. Implementing Neural Style Transfer in PyTorch/3. Loading the VGG19 Pretrained Model.mp4 7.11MB
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  371. B2. Style Transfer with PyTorch (Janani Ravi, 2019)/3. Implementing Neural Style Transfer in PyTorch/4. Exploring and Transforming the Content and Style Images.mp4 14.27MB
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  379. B2. Style Transfer with PyTorch (Janani Ravi, 2019)/3. Implementing Neural Style Transfer in PyTorch/8. Style Transfer Using AlexNet.mp4 14.74MB
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  381. B2. Style Transfer with PyTorch (Janani Ravi, 2019)/3. Implementing Neural Style Transfer in PyTorch/9. Module Summary.mp4 1.01MB
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  383. B2. Style Transfer with PyTorch (Janani Ravi, 2019)/4. Building Generative Adversarial Networks in PyTorch/01. Module Overview.mp4 2.06MB
  384. B2. Style Transfer with PyTorch (Janani Ravi, 2019)/4. Building Generative Adversarial Networks in PyTorch/01. Module Overview.vtt 2.20KB
  385. B2. Style Transfer with PyTorch (Janani Ravi, 2019)/4. Building Generative Adversarial Networks in PyTorch/02. Understanding Generative Adversarial Networks (GANs).mp4 9.46MB
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  387. B2. Style Transfer with PyTorch (Janani Ravi, 2019)/4. Building Generative Adversarial Networks in PyTorch/03. Training a GAN.mp4 4.96MB
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  389. B2. Style Transfer with PyTorch (Janani Ravi, 2019)/4. Building Generative Adversarial Networks in PyTorch/04. Understanding the Leaky ReLU Activation Function.mp4 8.79MB
  390. B2. Style Transfer with PyTorch (Janani Ravi, 2019)/4. Building Generative Adversarial Networks in PyTorch/04. Understanding the Leaky ReLU Activation Function.vtt 8.43KB
  391. B2. Style Transfer with PyTorch (Janani Ravi, 2019)/4. Building Generative Adversarial Networks in PyTorch/05. Loading and Exploring the MNIST Handwritten Digit Images.mp4 9.01MB
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  393. B2. Style Transfer with PyTorch (Janani Ravi, 2019)/4. Building Generative Adversarial Networks in PyTorch/06. Setting up the Generator and Discriminator Neural Networks.mp4 8.30MB
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  397. B2. Style Transfer with PyTorch (Janani Ravi, 2019)/4. Building Generative Adversarial Networks in PyTorch/08. Training the Generator and Generating Fake Images.mp4 7.97MB
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  399. B2. Style Transfer with PyTorch (Janani Ravi, 2019)/4. Building Generative Adversarial Networks in PyTorch/09. Cleaning up Resources.mp4 2.66MB
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  401. B2. Style Transfer with PyTorch (Janani Ravi, 2019)/4. Building Generative Adversarial Networks in PyTorch/10. Summary and Further Study.mp4 2.59MB
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  406. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4 3.35MB
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  412. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/2. Implementing Recurrent Neural Networks (RNNs) in PyTorch/3. Prerequisites and Course Outline.mp4 2.26MB
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  414. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/2. Implementing Recurrent Neural Networks (RNNs) in PyTorch/4. RNNs for Natural Language Processing.mp4 5.57MB
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  417. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/2. Implementing Recurrent Neural Networks (RNNs) in PyTorch/5. Recurrent Neurons.vtt 6.65KB
  418. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/2. Implementing Recurrent Neural Networks (RNNs) in PyTorch/6. Back Propagation through Time.mp4 7.46MB
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  420. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/2. Implementing Recurrent Neural Networks (RNNs) in PyTorch/8. Long Memory Cells.mp4 10.05MB
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  422. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/2. Implementing Recurrent Neural Networks (RNNs) in PyTorch/9. Module Summary.mp4 2.23MB
  423. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/2. Implementing Recurrent Neural Networks (RNNs) in PyTorch/9. Module Summary.vtt 2.33KB
  424. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/3. Performing Binary Text Classification Using Words/01. Module Overview.mp4 1.81MB
  425. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/3. Performing Binary Text Classification Using Words/01. Module Overview.vtt 1.61KB
  426. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/3. Performing Binary Text Classification Using Words/02. Word Embeddings to Represent Text Data.mp4 7.27MB
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  428. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/3. Performing Binary Text Classification Using Words/03. Introducing torchtext to Process Text Data.mp4 3.62MB
  429. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/3. Performing Binary Text Classification Using Words/03. Introducing torchtext to Process Text Data.vtt 3.98KB
  430. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/3. Performing Binary Text Classification Using Words/04. Feeding Text Data into RNNs.mp4 5.15MB
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  432. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/3. Performing Binary Text Classification Using Words/05. Setup and Data Cleaning.mp4 8.15MB
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  434. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/3. Performing Binary Text Classification Using Words/06. Using Torchtext to Process Text Data.mp4 18.78MB
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  436. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/3. Performing Binary Text Classification Using Words/07. Designing an RNN for Binary Text Classification.mp4 11.08MB
  437. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/3. Performing Binary Text Classification Using Words/07. Designing an RNN for Binary Text Classification.vtt 6.80KB
  438. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/3. Performing Binary Text Classification Using Words/08. Training the RNN.mp4 10.96MB
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  440. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/3. Performing Binary Text Classification Using Words/09. Using LSTM Cells and Dropout.mp4 5.59MB
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  442. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/3. Performing Binary Text Classification Using Words/10. Module Summary.mp4 1.91MB
  443. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/3. Performing Binary Text Classification Using Words/10. Module Summary.vtt 1.94KB
  444. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/4. Performing Multi-class Text Classification Using Characters/1. Module Overview.mp4 2.05MB
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  446. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/4. Performing Multi-class Text Classification Using Characters/2. Language Prediction Based on Names.mp4 3.22MB
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  450. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/4. Performing Multi-class Text Classification Using Characters/4. Helper Functions to One Hot Encode Names.mp4 6.32MB
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  452. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/4. Performing Multi-class Text Classification Using Characters/6. Predicting Language from Names.mp4 13.01MB
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  456. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/5. Performing Sentiment Analysis Using Word Embeddings/01. Module Overview.mp4 2.35MB
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  458. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/5. Performing Sentiment Analysis Using Word Embeddings/02. Numeric Representations of Words.mp4 4.39MB
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  460. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/5. Performing Sentiment Analysis Using Word Embeddings/03. Word Embeddings Capture Context and Meaning.mp4 6.44MB
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  462. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/5. Performing Sentiment Analysis Using Word Embeddings/04. Generating Analogies Using GloVe Embeddings.mp4 16.52MB
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  464. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/5. Performing Sentiment Analysis Using Word Embeddings/05. Multilayer RNNs.mp4 2.71MB
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  468. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/5. Performing Sentiment Analysis Using Word Embeddings/07. Data Cleaning and Preparation.mp4 17.63MB
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  470. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/5. Performing Sentiment Analysis Using Word Embeddings/08. Designing a Multilayer Bidirectional RNN.mp4 11.32MB
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  473. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/5. Performing Sentiment Analysis Using Word Embeddings/09. Performing Sentiment Analysis Using an RNN.vtt 5.10KB
  474. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/5. Performing Sentiment Analysis Using Word Embeddings/10. Module Summary.mp4 1.99MB
  475. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/5. Performing Sentiment Analysis Using Word Embeddings/10. Module Summary.vtt 1.87KB
  476. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/6. Performing Language Translation Using Sequence-to-Sequence Models/01. Module Overview.mp4 1.96MB
  477. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/6. Performing Language Translation Using Sequence-to-Sequence Models/01. Module Overview.vtt 1.92KB
  478. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/6. Performing Language Translation Using Sequence-to-Sequence Models/05. Teacher Forcing.mp4 4.96MB
  479. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/6. Performing Language Translation Using Sequence-to-Sequence Models/05. Teacher Forcing.vtt 4.79KB
  480. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/6. Performing Language Translation Using Sequence-to-Sequence Models/07. Preparing Sentence Pairs.mp4 10.68MB
  481. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/6. Performing Language Translation Using Sequence-to-Sequence Models/07. Preparing Sentence Pairs.vtt 6.92KB
  482. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/6. Performing Language Translation Using Sequence-to-Sequence Models/08. Designing the Encoder and Decoder.mp4 10.19MB
  483. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/6. Performing Language Translation Using Sequence-to-Sequence Models/08. Designing the Encoder and Decoder.vtt 6.45KB
  484. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/6. Performing Language Translation Using Sequence-to-Sequence Models/10. Translating Sentences.mp4 9.27MB
  485. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/6. Performing Language Translation Using Sequence-to-Sequence Models/10. Translating Sentences.vtt 5.69KB
  486. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/6. Performing Language Translation Using Sequence-to-Sequence Models/11. Summary and Further Study.mp4 3.16MB
  487. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/6. Performing Language Translation Using Sequence-to-Sequence Models/11. Summary and Further Study.vtt 3.47KB
  488. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/exercise.7z 6.18MB
  489. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/playlist.m3u 4.53KB
  490. B3. Natural Language Processing with PyTorch (Janani Ravi, 2019)/~i.txt 1.91KB
  491. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4 3.43MB
  492. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.vtt 2.95KB
  493. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/2. Getting Started with Transfer Learning/01. Version Check.mp4 612.26KB
  494. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/2. Getting Started with Transfer Learning/01. Version Check.vtt 7B
  495. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/2. Getting Started with Transfer Learning/02. Module Overview.mp4 2.18MB
  496. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/2. Getting Started with Transfer Learning/02. Module Overview.vtt 2.08KB
  497. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/2. Getting Started with Transfer Learning/03. Prerequisites and Course Outline.mp4 1.99MB
  498. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/2. Getting Started with Transfer Learning/03. Prerequisites and Course Outline.vtt 2.33KB
  499. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/2. Getting Started with Transfer Learning/04. Introducing Transfer Learning.mp4 7.20MB
  500. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/2. Getting Started with Transfer Learning/04. Introducing Transfer Learning.vtt 6.98KB
  501. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/2. Getting Started with Transfer Learning/06. Categorizing Transfer Learning.mp4 9.73MB
  502. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/2. Getting Started with Transfer Learning/06. Categorizing Transfer Learning.vtt 9.66KB
  503. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/2. Getting Started with Transfer Learning/07. Transfer Learning Scenarios.mp4 7.92MB
  504. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/2. Getting Started with Transfer Learning/07. Transfer Learning Scenarios.vtt 8.00KB
  505. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/2. Getting Started with Transfer Learning/08. Freeze or Fine-tune Layers.mp4 7.45MB
  506. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/2. Getting Started with Transfer Learning/08. Freeze or Fine-tune Layers.vtt 7.07KB
  507. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/2. Getting Started with Transfer Learning/09. Benefits of Transfer Learning.mp4 3.66MB
  508. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/2. Getting Started with Transfer Learning/09. Benefits of Transfer Learning.vtt 3.34KB
  509. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/2. Getting Started with Transfer Learning/10. Pre-trained Models in PyTorch.mp4 9.67MB
  510. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/2. Getting Started with Transfer Learning/10. Pre-trained Models in PyTorch.vtt 8.09KB
  511. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/2. Getting Started with Transfer Learning/13. Module Summary.mp4 1.90MB
  512. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/2. Getting Started with Transfer Learning/13. Module Summary.vtt 1.93KB
  513. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/3. Performing Feature Extraction Using Transfer Learning/1. Module Overview.mp4 2.66MB
  514. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/3. Performing Feature Extraction Using Transfer Learning/1. Module Overview.vtt 2.54KB
  515. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/3. Performing Feature Extraction Using Transfer Learning/9. Module Summary.mp4 1.64MB
  516. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/3. Performing Feature Extraction Using Transfer Learning/9. Module Summary.vtt 1.89KB
  517. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/4. Reusing Model Architectures and Designs/1. Module Overview.mp4 2.34MB
  518. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/4. Reusing Model Architectures and Designs/1. Module Overview.vtt 2.27KB
  519. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/4. Reusing Model Architectures and Designs/3. Training a Model from Scratch.mp4 10.19MB
  520. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/4. Reusing Model Architectures and Designs/3. Training a Model from Scratch.vtt 7.66KB
  521. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/4. Reusing Model Architectures and Designs/5. Fine-tuning the Network.mp4 8.92MB
  522. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/4. Reusing Model Architectures and Designs/5. Fine-tuning the Network.vtt 5.55KB
  523. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/4. Reusing Model Architectures and Designs/6. Cleaning up Resources.mp4 2.54MB
  524. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/4. Reusing Model Architectures and Designs/6. Cleaning up Resources.vtt 1.71KB
  525. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/4. Reusing Model Architectures and Designs/7. Summary and Further Study.mp4 1.94MB
  526. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/4. Reusing Model Architectures and Designs/7. Summary and Further Study.vtt 2.21KB
  527. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/playlist.m3u 2.55KB
  528. C1. Expediting Deep Learning with Transfer Learning. PyTorch Playbook (Janani Ravi, 2019)/~i.txt 2.10KB
  529. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/1. Course Overview/1. Course Overview.mp4 4.13MB
  530. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/1. Course Overview/1. Course Overview.vtt 2.94KB
  531. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/2. Implementing Predictive Analytics with Numeric Data/01. Version Check.mp4 575.06KB
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  533. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/2. Implementing Predictive Analytics with Numeric Data/02. Prerequisites and Course Outline.mp4 2.68MB
  534. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/2. Implementing Predictive Analytics with Numeric Data/02. Prerequisites and Course Outline.vtt 2.86KB
  535. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/2. Implementing Predictive Analytics with Numeric Data/03. Structural and Predictive Models.mp4 8.00MB
  536. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/2. Implementing Predictive Analytics with Numeric Data/03. Structural and Predictive Models.vtt 7.25KB
  537. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/2. Implementing Predictive Analytics with Numeric Data/04. Demo - Install and Setup Pytorch.mp4 8.18MB
  538. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/2. Implementing Predictive Analytics with Numeric Data/04. Demo - Install and Setup Pytorch.vtt 4.78KB
  539. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/2. Implementing Predictive Analytics with Numeric Data/05. Demo - Preparing Data.mp4 12.32MB
  540. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/2. Implementing Predictive Analytics with Numeric Data/05. Demo - Preparing Data.vtt 8.69KB
  541. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/2. Implementing Predictive Analytics with Numeric Data/07. Demo - Exploring the Diamonds Dataset.mp4 9.54MB
  542. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/2. Implementing Predictive Analytics with Numeric Data/07. Demo - Exploring the Diamonds Dataset.vtt 6.22KB
  543. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/2. Implementing Predictive Analytics with Numeric Data/08. Demo - Preparing and Processing Data.mp4 10.25MB
  544. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/2. Implementing Predictive Analytics with Numeric Data/08. Demo - Preparing and Processing Data.vtt 6.23KB
  545. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/2. Implementing Predictive Analytics with Numeric Data/09. Demo - Building and Training a Regression Model.mp4 16.70MB
  546. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/2. Implementing Predictive Analytics with Numeric Data/09. Demo - Building and Training a Regression Model.vtt 8.70KB
  547. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/2. Implementing Predictive Analytics with Numeric Data/10. Demo - Exploring and Preprocessing Data.mp4 15.60MB
  548. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/2. Implementing Predictive Analytics with Numeric Data/10. Demo - Exploring and Preprocessing Data.vtt 9.23KB
  549. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/3. Implementing Predictive Analytics with Text Data/1. Text as Sequential Data.mp4 4.33MB
  550. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/3. Implementing Predictive Analytics with Text Data/1. Text as Sequential Data.vtt 3.97KB
  551. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/3. Implementing Predictive Analytics with Text Data/2. The Recurrent Neuron.mp4 5.18MB
  552. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/3. Implementing Predictive Analytics with Text Data/2. The Recurrent Neuron.vtt 4.33KB
  553. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/3. Implementing Predictive Analytics with Text Data/3. RNN Training and Long Memory Cells.mp4 8.18MB
  554. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/3. Implementing Predictive Analytics with Text Data/3. RNN Training and Long Memory Cells.vtt 6.78KB
  555. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/3. Implementing Predictive Analytics with Text Data/4. RNN to Generate Names in Languages.mp4 4.94MB
  556. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/3. Implementing Predictive Analytics with Text Data/4. RNN to Generate Names in Languages.vtt 4.88KB
  557. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/3. Implementing Predictive Analytics with Text Data/5. Demo - Loading and Preparing Training Data.mp4 11.14MB
  558. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/3. Implementing Predictive Analytics with Text Data/5. Demo - Loading and Preparing Training Data.vtt 7.41KB
  559. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/3. Implementing Predictive Analytics with Text Data/6. Demo - Setting up Helper Functions.mp4 9.87MB
  560. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/3. Implementing Predictive Analytics with Text Data/6. Demo - Setting up Helper Functions.vtt 6.56KB
  561. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/3. Implementing Predictive Analytics with Text Data/7. Demo - Defining the RNN.mp4 18.26MB
  562. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/3. Implementing Predictive Analytics with Text Data/7. Demo - Defining the RNN.vtt 9.69KB
  563. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/3. Implementing Predictive Analytics with Text Data/8. Demo - Training the RNN and Generating Names.mp4 16.41MB
  564. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/3. Implementing Predictive Analytics with Text Data/8. Demo - Training the RNN and Generating Names.vtt 10.51KB
  565. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/4. Implementing Predictive Analytics with User Preference Data/01. Finding Patterns in Data.mp4 4.53MB
  566. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/4. Implementing Predictive Analytics with User Preference Data/01. Finding Patterns in Data.vtt 4.49KB
  567. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/4. Implementing Predictive Analytics with User Preference Data/02. Association Rule Learning.mp4 3.60MB
  568. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/4. Implementing Predictive Analytics with User Preference Data/02. Association Rule Learning.vtt 2.64KB
  569. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/4. Implementing Predictive Analytics with User Preference Data/03. Clustering.mp4 4.84MB
  570. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/4. Implementing Predictive Analytics with User Preference Data/03. Clustering.vtt 3.10KB
  571. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/4. Implementing Predictive Analytics with User Preference Data/04. Content Based Approaches to Recommendations.mp4 7.14MB
  572. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/4. Implementing Predictive Analytics with User Preference Data/04. Content Based Approaches to Recommendations.vtt 5.74KB
  573. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/4. Implementing Predictive Analytics with User Preference Data/05. Collaborative Filtering.mp4 5.66MB
  574. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/4. Implementing Predictive Analytics with User Preference Data/05. Collaborative Filtering.vtt 4.39KB
  575. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/4. Implementing Predictive Analytics with User Preference Data/06. Nearest Neighborhood.mp4 4.00MB
  576. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/4. Implementing Predictive Analytics with User Preference Data/06. Nearest Neighborhood.vtt 3.25KB
  577. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/4. Implementing Predictive Analytics with User Preference Data/07. Matrix Factorization.mp4 9.28MB
  578. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/4. Implementing Predictive Analytics with User Preference Data/07. Matrix Factorization.vtt 7.67KB
  579. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/4. Implementing Predictive Analytics with User Preference Data/09. Evaluation Metrics vs. Loss Metrics.mp4 4.08MB
  580. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/4. Implementing Predictive Analytics with User Preference Data/09. Evaluation Metrics vs. Loss Metrics.vtt 3.55KB
  581. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/4. Implementing Predictive Analytics with User Preference Data/10. Mean Average Precision @ K.mp4 11.27MB
  582. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/4. Implementing Predictive Analytics with User Preference Data/10. Mean Average Precision @ K.vtt 8.51KB
  583. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/4. Implementing Predictive Analytics with User Preference Data/11. Demo - Initializing the Ratings Matrix.mp4 11.56MB
  584. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/4. Implementing Predictive Analytics with User Preference Data/11. Demo - Initializing the Ratings Matrix.vtt 7.69KB
  585. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/4. Implementing Predictive Analytics with User Preference Data/12. Demo - Setting up the Neural Network.mp4 12.31MB
  586. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/4. Implementing Predictive Analytics with User Preference Data/12. Demo - Setting up the Neural Network.vtt 7.04KB
  587. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/4. Implementing Predictive Analytics with User Preference Data/13. Demo - The Train Helper Function.mp4 20.30MB
  588. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/4. Implementing Predictive Analytics with User Preference Data/13. Demo - The Train Helper Function.vtt 10.04KB
  589. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/4. Implementing Predictive Analytics with User Preference Data/14. Demo - The Evaluate Helper Function.mp4 6.51MB
  590. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/4. Implementing Predictive Analytics with User Preference Data/14. Demo - The Evaluate Helper Function.vtt 3.23KB
  591. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/4. Implementing Predictive Analytics with User Preference Data/16. Summary and Further Study.mp4 2.12MB
  592. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/4. Implementing Predictive Analytics with User Preference Data/16. Summary and Further Study.vtt 2.02KB
  593. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/exercise.7z 3.67MB
  594. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/playlist.m3u 3.60KB
  595. C2. Predictive Analytics with PyTorch (Janani Ravi, 2020)/~i.txt 1.93KB
  596. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4 3.78MB
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  598. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/2. Persisting and Loading PyTorch Models/01. Version Check.mp4 606.15KB
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  600. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/2. Persisting and Loading PyTorch Models/02. Module Overview.mp4 2.89MB
  601. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/2. Persisting and Loading PyTorch Models/02. Module Overview.vtt 2.68KB
  602. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/2. Persisting and Loading PyTorch Models/03. Prerequisites and Course Outline.mp4 1.88MB
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  604. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/2. Persisting and Loading PyTorch Models/04. Saving and Loading PyTorch Models.mp4 10.23MB
  605. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/2. Persisting and Loading PyTorch Models/04. Saving and Loading PyTorch Models.vtt 11.09KB
  606. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/2. Persisting and Loading PyTorch Models/05. Building and Training a Classifier Model.mp4 11.85MB
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  608. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/2. Persisting and Loading PyTorch Models/06. Saving and Loading Models Using torch.save().mp4 16.55MB
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  612. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/2. Persisting and Loading PyTorch Models/08. Saving and Loading Checkpoints.mp4 10.08MB
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  614. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/2. Persisting and Loading PyTorch Models/09. Introducing ONNX.mp4 2.76MB
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  616. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/2. Persisting and Loading PyTorch Models/11. Module Summary.mp4 1.88MB
  617. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/2. Persisting and Loading PyTorch Models/11. Module Summary.vtt 1.88KB
  618. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/3. Implementing Training Using Single and Multiple Processors/1. Module Overview.mp4 1.67MB
  619. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/3. Implementing Training Using Single and Multiple Processors/1. Module Overview.vtt 1.62KB
  620. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/3. Implementing Training Using Single and Multiple Processors/5. Training on Multiple GPUs.mp4 12.41MB
  621. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/3. Implementing Training Using Single and Multiple Processors/5. Training on Multiple GPUs.vtt 9.30KB
  622. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/3. Implementing Training Using Single and Multiple Processors/6. Module Summary.mp4 1.69MB
  623. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/3. Implementing Training Using Single and Multiple Processors/6. Module Summary.vtt 1.76KB
  624. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/4. Implementing Distributed Training on Multiple Machines/1. Module Overview.mp4 1.97MB
  625. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/4. Implementing Distributed Training on Multiple Machines/1. Module Overview.vtt 2.07KB
  626. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/4. Implementing Distributed Training on Multiple Machines/5. Define the Training Function.mp4 9.40MB
  627. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/4. Implementing Distributed Training on Multiple Machines/5. Define the Training Function.vtt 6.52KB
  628. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/4. Implementing Distributed Training on Multiple Machines/8. Module Summary.mp4 1.54MB
  629. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/4. Implementing Distributed Training on Multiple Machines/8. Module Summary.vtt 1.71KB
  630. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/5. Deploying PyTorch Models to Production/1. Module Overview.mp4 1.78MB
  631. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/5. Deploying PyTorch Models to Production/1. Module Overview.vtt 1.87KB
  632. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/5. Deploying PyTorch Models to Production/2. Exploring Options to Deploy PyTorch Models.mp4 6.18MB
  633. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/5. Deploying PyTorch Models to Production/2. Exploring Options to Deploy PyTorch Models.vtt 7.07KB
  634. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/5. Deploying PyTorch Models to Production/5. Using the Model for Prediction.mp4 4.51MB
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  636. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/5. Deploying PyTorch Models to Production/6. Installing Docker.mp4 5.56MB
  637. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/5. Deploying PyTorch Models to Production/6. Installing Docker.vtt 4.00KB
  638. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/5. Deploying PyTorch Models to Production/9. Summary and Further Study.mp4 2.01MB
  639. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/5. Deploying PyTorch Models to Production/9. Summary and Further Study.vtt 2.16KB
  640. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/exercise.7z 1.32MB
  641. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/playlist.m3u 3.03KB
  642. C3. Deploying PyTorch Models in Production. PyTorch Playbook (Janani Ravi, 2019)/~i.txt 2.12KB
  643. scr.png 184.09KB
  644. ~i.txt 663B