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some more typos
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09_pytorch_model_deployment.ipynb

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"Where:\n",
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"* `09_pretrained_effnetb2_feature_extractor_pizza_steak_sushi_20_percent.pth` is our trained PyTorch model file.\n",
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"* `app.py` contains our Gradio app (similar to the code that launched the app).\n",
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" * **Note:** `app.py` is the default filename used for Hugging Face Spaces, if you deploy your app there, Spaces will by default look for a file called `app.py` to run. This is changable in settings.\n",
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" * **Note:** `app.py` is the default filename used for Hugging Face Spaces, if you deploy your app there, Spaces will by default look for a file called `app.py` to run. This is changeable in settings.\n",
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"* `examples/` contains example images to use with our Gradio app.\n",
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"* `model.py` contains the model defintion as well as any transforms associated with the model.\n",
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"* `model.py` contains the model definition as well as any transforms associated with the model.\n",
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"* `requirements.txt` contains the dependencies to run our app such as `torch`, `torchvision` and `gradio`.\n",
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"\n",
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"Why this way?\n",
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"source": [
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"### 9.3 Uploading to Hugging Face\n",
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"\n",
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"We've verfied our FoodVision Mini app works locally, however, the fun of creating a machine learning demo is to show it to other people and allow them to use it.\n",
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"We've verified our FoodVision Mini app works locally, however, the fun of creating a machine learning demo is to show it to other people and allow them to use it.\n",
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"\n",
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"To do so, we're going to upload our FoodVision Mini demo to Hugging Face. \n",
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"\n",

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