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### Search before asking
- [X] I have searched the YOLOv8 [issues](https://github.com/ultralytics/ultralytics/issues) and found no similar bug report.
### YOLOv8 Component
_No response_
### Bug
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Hi @Jianguo99,
I am new to conformal prediction, and I have a multitask, multi-output model that performs both classification and regression for a specific problem. Is it possible to use this kind …
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How do we figure out scaling requests using a COG? As I understand it, since the models use a GPU and only one process can use a GPU, how do we scale for 100s of requests / second?
Is there anyway …
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It would be nice if we could have an interface to extract atomic encodings from the last layer before they are aggregated to make molecular fingerprint.
**Desired solution/workflow**
Provide clear…
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The BAAL project uses dropout as a method for active learning. If you sample 10 predictions and there's disagreement, that might indicate that there's something about the example that's interesting.
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This is a very good code that I have successfully run. I have written a prediction code and I am not sure if it is correct. Additionally, if I have new data, how should I handle it? Can I turn this in…
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Using PyCaret, validation score and prediction score are easy to obtain, but how can I obtain train score?
Although it can be seen on learning curve, I want to output train score as a concrete number…
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python main_fed.py --dataset=Synthetic --model=mlp --alpha=1 --num_users=10 --local_ep=5
Model architecture:
MLP(
(layer_input): Linear(in_features=60, out_features=200, bias=True)
(relu): R…
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Hi there!
I've been trying to train a u-net using your repo on the kaggle ultrasound nerve dataset. However, no matter what I do, the mask I get is always all zeros. This is how I process the predi…
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What prevents the model from returning back to the same local minima while having cyclic learning rates or warm restarts? Would it make sense to regularize the model to make different predictions as p…