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 Name                                                                                                             Last modified      Size  
 Parent Directory                                                                                                                      -   
 1. Section Overview.mp4                                                                                          2024-07-08 16:48   12M  
 1. Section Overview.srt                                                                                          2024-07-08 16:48  2.8K  
 2. Deep Learning and Unstructured Data.mp4                                                                       2024-07-08 18:52  102M  
 2. Deep Learning and Unstructured Data.srt                                                                       2024-07-08 18:16   20K  
 3. Setting Up With Google.html                                                                                   2024-07-08 18:09  568   
 4.1 Google Colab (our workspace for the upcoming project).html                                                   2024-07-08 13:47   95   
 4.2 Google Colab IO example (how to get data in and out of your Colab notebook).html                             2024-07-08 13:47  113   
 4.3 Kaggle Dog Breed Identification Competition (the basis of our upcoming project).html                         2024-07-08 13:47  119   
 4.4 End-to-end Dog Vision Notebook (the project we'll be working through).html                                   2024-07-08 13:47  182   
 4.5 Introduction to Google Colab example notebook.html                                                           2024-07-08 13:47  116   
 4. Setting Up Google Colab.mp4                                                                                   2024-07-08 18:57   74M  
 4. Setting Up Google Colab.srt                                                                                   2024-07-08 18:44   74M  
 5.1 Google Colab FAQ (things you should know about Google Colab).html                                            2024-07-08 18:00  110   
 5.2 Google Colab (our workspace for the upcoming project).html                                                   2024-07-08 18:00   95   
 5. Google Colab Workspace.mp4                                                                                    2024-07-08 18:07   40M  
 5. Google Colab Workspace.srt                                                                                    2024-07-08 18:00  6.3K  
 6.1 Kaggle Dog Breed Identification Competition Data.html                                                        2024-07-08 13:42  115   
 6.2 Google Colab IO example (how to get data in and out of your Colab notebook).html                             2024-07-08 13:42  113   
 6. Uploading Project Data.mp4                                                                                    2024-07-08 18:26   52M  
 6. Uploading Project Data.srt                                                                                    2024-07-08 13:42  8.6K  
 7. Setting Up Our Data.mp4                                                                                       2024-07-08 18:51   42M  
 7. Setting Up Our Data.srt                                                                                       2024-07-08 18:51  6.4K  
 8. Setting Up Our Data 2.mp4                                                                                     2024-07-08 18:51   21M  
 8. Setting Up Our Data 2.srt                                                                                     2024-07-08 18:25  2.2K  
 9. Importing TensorFlow 2.mp4                                                                                    2024-07-08 19:05  117M  
 9. Importing TensorFlow 2.srt                                                                                    2024-07-08 18:17   17K  
 10.1 Loading TensorFlow 2.0 into a Colab Notebook (if it isn't the default).html                                 2024-07-08 14:02  129   
 10. Optional TensorFlow 2.0 Default Issue.mp4                                                                    2024-07-08 18:13   28M  
 10. Optional TensorFlow 2.0 Default Issue.srt                                                                    2024-07-08 18:19   28M  
 11.1 Google Colab example GPU usage.html                                                                         2024-07-08 14:12  114   
 11. Using A GPU.mp4                                                                                              2024-07-08 19:05   81M  
 11. Using A GPU.srt                                                                                              2024-07-08 14:12   12K  
 12.1 Introduction to Google Colab example notebook.html                                                          2024-07-08 14:00  116   
 12.2 Google Colab Example of GPU speed up versus CPU.html                                                        2024-07-08 14:00  114   
 12. Optional GPU and Google Colab.mp4                                                                            2024-07-08 19:04   46M  
 12. Optional GPU and Google Colab.srt                                                                            2024-07-08 14:00  6.0K  
 13. Optional Reloading Colab Notebook.mp4                                                                        2024-07-08 18:39   89M  
 13. Optional Reloading Colab Notebook.srt                                                                        2024-07-08 13:56  7.8K  
 14.1 Documentation on how many images Google recommends for image problems.html                                  2024-07-08 13:31  129   
 14. Loading Our Data Labels.mp4                                                                                  2024-07-08 19:00  115M  
 14. Loading Our Data Labels.srt                                                                                  2024-07-08 13:31   16K  
 15. Preparing The Images.mp4                                                                                     2024-07-08 19:05  134M  
 15. Preparing The Images.srt                                                                                     2024-07-08 13:34   15K  
 16. Turning Data Labels Into Numbers.mp4                                                                         2024-07-08 18:55  107M  
 16. Turning Data Labels Into Numbers.srt                                                                         2024-07-08 15:11   14K  
 17.1 Blog post by Rachel Thomas (of fast.ai) on how and why you should create a validation set.html              2024-07-08 14:26  108   
 17. Creating Our Own Validation Set.mp4                                                                          2024-07-08 18:05   66M  
 17. Creating Our Own Validation Set.srt                                                                          2024-07-08 14:26   11K  
 18.1 Documentation for loading images in TensorFlow.html                                                         2024-07-08 14:42  114   
 18.2 TensorFlow guidelines for loading all kinds of data (turning your data into Tensors).html                   2024-07-08 14:42   98   
 18. Preprocess Images.mp4                                                                                        2024-07-08 18:49   90M  
 18. Preprocess Images.srt                                                                                        2024-07-08 14:42   13K  
 19. Preprocess Images 2.mp4                                                                                      2024-07-08 18:55  105M  
 19. Preprocess Images 2.srt                                                                                      2024-07-08 14:36   13K  
 20. Turning Data Into Batches.mp4                                                                                2024-07-08 18:16   88M  
 20. Turning Data Into Batches.srt                                                                                2024-07-08 14:18   12K  
 21.1 Yann LeCun's (OG of deep learning) Tweet on Batch Sizes.html                                                2024-07-08 13:40  118   
 21. Turning Data Into Batches 2.mp4                                                                              2024-07-08 18:57  149M  
 21. Turning Data Into Batches 2.srt                                                                              2024-07-08 13:40   20K  
 22. Visualizing Our Data.mp4                                                                                     2024-07-08 18:59  122M  
 22. Visualizing Our Data.srt                                                                                     2024-07-08 14:11   16K  
 23.1 TensorFlow Hub (resource for pre-trained deep learning models and more).html                                2024-07-08 14:40   79   
 23. Preparing Our Inputs and Outputs.mp4                                                                         2024-07-08 18:44   50M  
 23. Preparing Our Inputs and Outputs.srt                                                                         2024-07-08 14:40  7.8K  
 24. Optional How machines learn and what's going on behind the scenes.html                                       2024-07-08 14:40  2.7K  
 25.1 TensorFlow Hub (resource for pre-trained deep learning models and more).html                                2024-07-08 13:51   79   
 25.2 MobileNetV2 (the model we're using) on TensorFlow Hub.html                                                  2024-07-08 13:51  132   
 25.3 Andrei Karpathy's talk on AI at Tesla.html                                                                  2024-07-08 13:51   95   
 25.4 Papers with Code (a great resource for some of the best machine learning papers with code examples).html    2024-07-08 13:51   88   
 25.5 PyTorch Hub (PyTorch version of TensorFlow Hub).html                                                        2024-07-08 13:51   85   
 25. Building A Deep Learning Model.mp4                                                                           2024-07-08 19:05  122M  
 25. Building A Deep Learning Model.srt                                                                           2024-07-08 13:51   16K  
 26.1 Keras in TensorFlow Overview Documentation.html                                                             2024-07-08 18:28  108   
 26. Building A Deep Learning Model 2.mp4                                                                         2024-07-08 19:01  106M  
 26. Building A Deep Learning Model 2.srt                                                                         2024-07-08 18:28   13K  
 27.1 Step by step breakdown of a convolutional neural network (what MobileNetV2 is made of).html                 2024-07-08 17:55  172   
 27.2 The Softmax Function (activation function we use in our model).html                                         2024-07-08 17:55  107   
 27.3 MobileNetV2 (the model we're using) architecture explanation by Sik-Ho Tsang.html                           2024-07-08 17:55  163   
 27. Building A Deep Learning Model 3.mp4                                                                         2024-07-08 18:48  106M  
 27. Building A Deep Learning Model 3.srt                                                                         2024-07-08 17:55   11K  
 28.1 [Article] How to choose loss & activation functions when building a deep learning model.html                2024-07-08 18:57  169   
 28. Building A Deep Learning Model 4.mp4                                                                         2024-07-08 19:01   86M  
 28. Building A Deep Learning Model 4.srt                                                                         2024-07-08 18:57   12K  
 29. Summarizing Our Model.mp4                                                                                    2024-07-08 18:57   45M  
 29. Summarizing Our Model.srt                                                                                    2024-07-08 18:09  6.0K  
 30.1 TensorBoard Callback Documentation.html                                                                     2024-07-08 18:02  134   
 30. Evaluating Our Model.mp4                                                                                     2024-07-08 18:31   79M  
 30. Evaluating Our Model.srt                                                                                     2024-07-08 18:02   10K  
 31.1 Early Stopping Callback (a way to stop your model from training when it stops improving) Documentation.html 2024-07-08 17:40  136   
 31. Preventing Overfitting.mp4                                                                                   2024-07-08 18:44   37M  
 31. Preventing Overfitting.srt                                                                                   2024-07-08 17:40  5.5K  
 32. Training Your Deep Neural Network.mp4                                                                        2024-07-08 18:42  167M  
 32. Training Your Deep Neural Network.srt                                                                        2024-07-08 18:35   23K  
 33. Evaluating Performance With TensorBoard.mp4                                                                  2024-07-08 18:44   74M  
 33. Evaluating Performance With TensorBoard.srt                                                                  2024-07-08 17:58  9.6K  
 34. Make And Transform Predictions.mp4                                                                           2024-07-08 19:04  155M  
 34. Make And Transform Predictions.srt                                                                           2024-07-08 18:40   19K  
 35.1 TensorFlow documentation for the unbatch() function.html                                                    2024-07-08 13:39  127   
 35. Transform Predictions To Text.mp4                                                                            2024-07-08 19:05  130M  
 35. Transform Predictions To Text.srt                                                                            2024-07-08 13:39   18K  
 36. Visualizing Model Predictions.mp4                                                                            2024-07-08 19:01  119M  
 36. Visualizing Model Predictions.srt                                                                            2024-07-08 18:31   17K  
 37. Visualizing And Evaluate Model Predictions 2.mp4                                                             2024-07-08 19:02  144M  
 37. Visualizing And Evaluate Model Predictions 2.srt                                                             2024-07-08 14:12   18K  
 38. Visualizing And Evaluate  Model Predictions 3.mp4                                                            2024-07-08 18:52  113M  
 38. Visualizing And Evaluate  Model Predictions 3.srt                                                            2024-07-08 16:42   14K  
 39. Saving And Loading A Trained Model.mp4                                                                       2024-07-08 18:36  127M  
 39. Saving And Loading A Trained Model.srt                                                                       2024-07-08 14:17   17K  
 40. Training Model On Full Dataset.mp4                                                                           2024-07-08 18:54  140M  
 40. Training Model On Full Dataset.srt                                                                           2024-07-08 18:30   19K  
 41.1 Dog Vision Prediction Probabilities Array.html                                                              2024-07-08 14:29  170   
 41. Making Predictions On Test Images.mp4                                                                        2024-07-08 18:30  141M  
 41. Making Predictions On Test Images.srt                                                                        2024-07-08 14:29   20K  
 42.1 Dog Vision Predictions with MobileNetV2 Ready for Kaggle Submission.html                                    2024-07-08 17:48  180   
 42. Submitting Model to Kaggle.mp4                                                                               2024-07-08 19:03  121M  
 42. Submitting Model to Kaggle.srt                                                                               2024-07-08 17:48   17K  
 43.1 End-to-end Dog Vision Notebook (with annotations).html                                                      2024-07-08 14:30  185   
 43.2 End-to-end Dog Vision Notebook (from the videos).html                                                       2024-07-08 14:30  191   
 43. Making Predictions On Our Images.mp4                                                                         2024-07-08 18:54  119M  
 43. Making Predictions On Our Images.srt                                                                         2024-07-08 14:30   19K  
 44. Finishing Dog Vision Where to next.html                                                                      2024-07-08 14:30  3.9K