pneumonia-classification-02

dyaminda/pneumonia-classification-02

pneumonia-classification-02 is a image classification model from dyaminda. Use it when you need a label for an image. It is set up for transformers.

should probably proofread and complete it, then remove this comment. --

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At a glance

Task: Image Classification
Library: transformers
Model type: alexnet
Access: Public
Created: Sep 28, 2023
Updated: Sep 29, 2023
SHA: 96cf049a

Model card

From the Hugging Face model README

pneumonia-classification-02

This model is a fine-tuned version of on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.1321
Accuracy: 0.9474

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 5e-05
train_batch_size: 16
eval_batch_size: 50
seed: 42
gradient_accumulation_steps: 4
total_train_batch_size: 64
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_ratio: 0.1
num_epochs: 5

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy
0.4043	0.99	52	0.3141	0.8747
0.2279	2.0	105	0.1656	0.9439
0.1707	2.99	157	0.1481	0.9332
0.1691	4.0	210	0.1305	0.9570
0.1337	4.95	260	0.1244	0.9475

Framework versions

Transformers 4.33.2
Pytorch 2.0.1+cu117
Datasets 2.14.4
Tokenizers 0.13.3

Task: Image Classification
Library: transformers
Type: alexnet
Created: Sep 28, 2023
Updated: Sep 29, 2023