dogs-cats: imcompatible package version/update issue for pre-trained deep learning model
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Description
When the keras and tensorflow get updated, the pre-trained CNN model trained by older version could not be successfully loaded and used to demo or score. similar issue on stackoverflow
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First steps
- Read the whole issue, then the project's contributing guide.
- Comment on the issue to say you are picking it up — it saves two people doing the same work.
- Fork the repository and make your change on a branch.
- Open a pull request that references the issue number.
Research direction
Start by reproducing the dogs-cats model-loading failure with the current Keras and TensorFlow versions, then inspect the model and its demo or scoring entry points. Done means the older pre-trained CNN loads successfully and can be used for both demo and scoring without the reported compatibility error.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- keras, tensorflow
- Domain
- machine-learning
- Issue type
- Bug
- Difficulty
- 4/5
- Estimated time
- 3-5 days
- Activity status
- Stale
- Clarity
- Needs clarification
- Newbie friendliness
- 25/100