https://github.com/en10/transfer-learning
Concise Example of Transfer Learning in Keras & TensorFlow 2.0
https://github.com/en10/transfer-learning
keras keras-classification-models tensorflow tensorflow-examples tensorflow2 transfer-learning
Last synced: 8 days ago
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Concise Example of Transfer Learning in Keras & TensorFlow 2.0
- Host: GitHub
- URL: https://github.com/en10/transfer-learning
- Owner: EN10
- Created: 2020-10-23T21:19:59.000Z (over 4 years ago)
- Default Branch: main
- Last Pushed: 2021-08-06T22:00:18.000Z (almost 4 years ago)
- Last Synced: 2025-04-07T16:52:00.622Z (3 months ago)
- Topics: keras, keras-classification-models, tensorflow, tensorflow-examples, tensorflow2, transfer-learning
- Language: Jupyter Notebook
- Homepage:
- Size: 715 KB
- Stars: 0
- Watchers: 2
- Forks: 1
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# TF2 Transfer Learning
Concise Example of Transfer Learning in Keras & TensorFlow 2.0
* [tf_cats&dogs.ipynb](https://github.com/EN10/Transfer-Learning/blob/main/tf_cats%26dogs.ipynb) longer example with base retraining, based on [Keras Transfer learning & fine-tuning](https://keras.io/guides/transfer_learning/)
* [transfer_learning_with_hub.ipynb](https://github.com/EN10/Transfer-Learning/blob/main/transfer_learning_with_hub.ipynb) shortish example based on [Transfer learning with TensorFlow Hub](https://www.tensorflow.org/tutorials/images/transfer_learning_with_hub)
* [Transfer_Learning_Custom.ipynb](https://github.com/EN10/Transfer-Learning/blob/main/Transfer_Learning_Custom.ipynb) simplified based on multiple sources
Transfer Learning Guides:
* [Transfer learning and fine-tuning](https://www.tensorflow.org/tutorials/images/transfer_learning)
* [Transfer learning with TensorFlow Hub](https://www.tensorflow.org/tutorials/images/transfer_learning_with_hub)
* [Keras Transfer learning & fine-tuning](https://keras.io/guides/transfer_learning/)
ImageNet Models:
* [Keras Models Official](https://github.com/keras-team/keras-applications)
* [Keras Models Enio](https://github.com/EN10/KerasApplications/blob/main/README.md)
* [TF Hub Models](https://tfhub.dev/s?fine-tunable=yes&module-type=image-feature-vector&tf-version=tf2)
Definitions:
* [Optimizer](https://ml-cheatsheet.readthedocs.io/en/latest/optimizers.html#optimizers)
Previous Example:
* [Transfer Learning TF1](https://github.com/EN10/TransferLearnColab)
* [Gather Images](https://github.com/EN10/TransferLearnColab#images)