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The fastai models - PETS
This model is based on Lesson 1 of fastai and of Walk with fastai
Dataset Used
This model was created with the Oxford Pets dataset in the fastai framework
Model Training
The model was trained as a binary classifier, for cats or dogs
How to use:
First, ensure that huggingface_hub
is installed:
pip(3) install huggingface_hub
Next, download this model repo:
from huggingface_hub import snapshot_download
snapshot_download(repo_id="muellerzr/fastai-pets-resnet-34")
Then install the correct fastai version:
cd fastai-pets-resnet34
pip(3) install -r requirements.txt
NOTE: This is extremely important, as fastai versions are aggressively pinned based on training environment
And finally load in the fastai Learner
and predict
from fastai.learner import load_learner
learn = load_learner('model.pth')
pred = learn.predict('myImage.jpg')
Versions of model used were taken with dependency_checker
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