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Build, Train, and Deploy Your First Neural Network with TensorFlow (Jerry Kurata, 2020)

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视频 2022-5-14 01:33 2024-12-25 20:50 314 338.44 MB 61
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Build Train and Deploy Your First Neural Network with TensorFlow Jerry Kurata 2020

文件列表
  1. 01. Course Overview/1. Course Overview.mp43.39MB
  2. 02. Why Learn TensorFlow/1. What Is TensorFlow.mp44.55MB
  3. 02. Why Learn TensorFlow/2. Why TensorFlow.mp43.97MB
  4. 02. Why Learn TensorFlow/3. TensorFlow Tools and Languages.mp42.75MB
  5. 02. Why Learn TensorFlow/4. Required Skills.mp43.23MB
  6. 02. Why Learn TensorFlow/5. Course Structure.mp43.04MB
  7. 03. Setting up the TensorFlow Environment/1. TensorFlow Development Environment.mp42.21MB
  8. 03. Setting up the TensorFlow Environment/2. What Is Google Colaboratory (aka Colab).mp42.46MB
  9. 03. Setting up the TensorFlow Environment/3. Getting Started with Colab.mp47.28MB
  10. 03. Setting up the TensorFlow Environment/4. Importing TensorFlow.mp44.39MB
  11. 03. Setting up the TensorFlow Environment/5. Sequencing Code Execution.mp48.84MB
  12. 03. Setting up the TensorFlow Environment/6. Checklist and Summary.mp42.85MB
  13. 04. AI and Machine Learning Concepts/1. The Relationship of AI to ML.mp43.68MB
  14. 04. AI and Machine Learning Concepts/2. Implementing Machine Learning.mp43.07MB
  15. 04. AI and Machine Learning Concepts/3. Creating the Model.mp44.48MB
  16. 04. AI and Machine Learning Concepts/4. Training the Model.mp43.12MB
  17. 04. AI and Machine Learning Concepts/5. Reducing Loss.mp46.03MB
  18. 04. AI and Machine Learning Concepts/6. Evaluating the Trained Model.mp41.7MB
  19. 04. AI and Machine Learning Concepts/7. What Is a Tensor.mp45.1MB
  20. 04. AI and Machine Learning Concepts/8. Checklist and Summary.mp41.52MB
  21. 05. Applying the Machine Learning Workflow with TensorFlow/1. Setting up the Example.mp410.03MB
  22. 05. Applying the Machine Learning Workflow with TensorFlow/2. Defining the Problem and Getting Data.mp48.17MB
  23. 05. Applying the Machine Learning Workflow with TensorFlow/3. Exploring the Data.mp47.51MB
  24. 05. Applying the Machine Learning Workflow with TensorFlow/4. Preparing the Data.mp413.04MB
  25. 05. Applying the Machine Learning Workflow with TensorFlow/5. Creating the Model.mp48.35MB
  26. 05. Applying the Machine Learning Workflow with TensorFlow/6. Training the Model.mp415.45MB
  27. 05. Applying the Machine Learning Workflow with TensorFlow/7. Improving Performance.mp47.67MB
  28. 05. Applying the Machine Learning Workflow with TensorFlow/8. Evaluating Model Performance.mp45.21MB
  29. 05. Applying the Machine Learning Workflow with TensorFlow/9. Summary.mp41.36MB
  30. 06. Understanding Neural Networks/1. Machine Learning with Neural Networks.mp43.17MB
  31. 06. Understanding Neural Networks/2. How Neurons Work.mp44.81MB
  32. 06. Understanding Neural Networks/3. Neuron Architecture.mp43.51MB
  33. 06. Understanding Neural Networks/4. Activation Functions.mp48.99MB
  34. 06. Understanding Neural Networks/5. From Neurons to Neural Networks.mp46.54MB
  35. 06. Understanding Neural Networks/6. Predicting with an Untrained Neural Network.mp47.92MB
  36. 06. Understanding Neural Networks/7. Training a Neural Network.mp47.89MB
  37. 06. Understanding Neural Networks/8. Summary.mp42.16MB
  38. 07. Building and Training Your First Neural Network/1. Building a Neural Network in TensorFlow.mp47.55MB
  39. 07. Building and Training Your First Neural Network/2. Getting and Preparing the Data.mp410.8MB
  40. 07. Building and Training Your First Neural Network/3. Creating the Model.mp47.44MB
  41. 07. Building and Training Your First Neural Network/4. Demo - Creating the Model.mp48.76MB
  42. 07. Building and Training Your First Neural Network/5. Compiling the Model.mp45.8MB
  43. 07. Building and Training Your First Neural Network/6. Training and Evaluating the Model.mp45.73MB
  44. 07. Building and Training Your First Neural Network/7. Summary.mp43.28MB
  45. 08. Monitoring and Improving Neural Network Performance/1. Understanding the Problem with Your Model.mp43.94MB
  46. 08. Monitoring and Improving Neural Network Performance/2. TensorBoard Setup.mp410.46MB
  47. 08. Monitoring and Improving Neural Network Performance/3. Monitoring Your Trained Model’s Performance.mp48.94MB
  48. 08. Monitoring and Improving Neural Network Performance/4. Reducing Training Data Overfitting.mp410.12MB
  49. 08. Monitoring and Improving Neural Network Performance/5. Randomly Dropping out Neuron Output.mp46.54MB
  50. 08. Monitoring and Improving Neural Network Performance/6. Early Stopping.mp48.28MB
  51. 08. Monitoring and Improving Neural Network Performance/7. Saving Your Trained Model.mp42.48MB
  52. 08. Monitoring and Improving Neural Network Performance/8. Summary.mp41.66MB
  53. 09. Deploying Your Neural Network/1. What Is Deploying a Neural Network.mp43.34MB
  54. 09. Deploying Your Neural Network/2. Installing TensorFlow ModelServer.mp45.75MB
  55. 09. Deploying Your Neural Network/3. Understanding TensorFlow Model Serving.mp41.85MB
  56. 09. Deploying Your Neural Network/4. Using TensorFlow Model Serving.mp413.31MB
  57. 09. Deploying Your Neural Network/5. Summary.mp41.12MB
  58. 10. Final Words/1. What Have You Seen.mp42.2MB
  59. 10. Final Words/2. Training the Model.mp44.09MB
  60. 10. Final Words/3. Monitoring, Improving, and Deploying the Model.mp44.02MB
  61. 10. Final Words/4. Tips for Your Machine Learning Journey.mp41.57MB
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