Этот материал находится в платной подписке. Оформи премиум подписку и смотри или слушай Machine Learning in JavaScript with TensorFlow.js, а также все другие курсы, прямо сейчас!
Премиум
  • Урок 1. 00:05:35
    Introduction: What is TensorFlow.js?
  • Урок 2. 00:06:33
    Course Overview
  • Урок 3. 00:07:58
    Machine Learning Concepts
  • Урок 4. 00:10:09
    Overview of Artificial Neural Networks
  • Урок 5. 00:04:31
    TensorFlow.js environments
  • Урок 6. 00:05:53
    Running TensorFlow.js in the browser
  • Урок 7. 00:05:18
    WebGL optimisations in TensorFlow.js
  • Урок 8. 00:13:42
    Running TensorFlow.js on Node.js
  • Урок 9. 00:02:02
    Review
  • Урок 10. 00:05:19
    TensorFlow.js APIs
  • Урок 11. 00:11:44
    What is a Tensor?
  • Урок 12. 00:04:03
    Tensor Math Operations & Ops API
  • Урок 13. 00:08:32
    Memory Management in TensorFlow.js
  • Урок 14. 00:01:53
    Review
  • Урок 15. 00:06:37
    Linear Regression
  • Урок 16. 00:13:44
    Reading data from CSV
  • Урок 17. 00:07:29
    Visualising the data
  • Урок 18. 00:03:48
    Preparing Features and Labels
  • Урок 19. 00:07:50
    Normalisation with TensorFlow.js
  • Урок 20. 00:10:42
    Splitting into Training and Testing data
  • Урок 21. 00:01:53
    Review
  • Урок 22. 00:05:37
    Introduction to Layers API
  • Урок 23. 00:10:25
    Creating Layers in TensorFlow.js
  • Урок 24. 00:05:53
    Inspecting a TensorFlow.js model
  • Урок 25. 00:07:38
    Compiling the model
  • Урок 26. 00:01:38
    Review
  • Урок 27. 00:04:33
    Introduction to Training and Testing
  • Урок 28. 00:05:28
    Training with model.fit
  • Урок 29. 00:11:32
    Visualising loss with tfjs-vis
  • Урок 30. 00:06:14
    Testing with model.evaluate
  • Урок 31. 00:01:28
    Training and testing: review & lab
  • Урок 32. 00:19:02
    Integrating TensorFlow.js with a UI
  • Урок 33. 00:12:45
    Saving and loading a model
  • Урок 34. 00:07:48
    Making Predictions
  • Урок 35. 00:14:36
    Visualising Predictions
  • Урок 36. 00:13:38
    Non-linear Regression
  • Урок 37. 00:02:07
    Prediction: review & labs
  • Урок 38. 00:05:21
    Introduction: Binary Classification
  • Урок 39. 00:19:25
    Visualising Classification Data
  • Урок 40. 00:12:27
    Preparing Multiple Features
  • Урок 41. 00:05:19
    Binary Classification Model
  • Урок 42. 00:18:23
    Visualising Classification with Heatmaps
  • Урок 43. 00:05:14
    Binary Classification Predictions
  • Урок 44. 00:02:20
    Binary Classification: Review & Lab
  • Урок 45. 00:08:05
    Introduction: Multi-class Classification
  • Урок 46. 00:09:05
    One hot encoding
  • Урок 47. 00:04:38
    Multi-class classification model
  • Урок 48. 00:13:06
    Visualising Multi-class Predictions
  • Урок 49. 00:05:19
    Multi-class prediction
  • Урок 50. 00:02:00
    Multi-class Classification: Review & Lab
  • Урок 51. 00:08:10
    Course Review
  • Урок 52. 00:07:51
    Next steps with TensorFlow.js