esm2_t6_8M_UR50D-finetuned-cytosol-membrane-classification

This model is a fine-tuned version of facebook/esm2_t6_8M_UR50D on an unknown dataset. It achieves the following results on the evaluation set:

• Train Loss: 0.0025
• Train Accuracy: 0.9995
• Validation Loss: 0.3043
• Validation Accuracy: 0.9430
• Epoch: 9

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:

• optimizer: {'name': 'AdamWeightDecay', 'learning_rate': 2e-05, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-07, 'amsgrad': False, 'weight_decay_rate': 0.0}
• training_precision: float32

Training results

Train Loss	Train Accuracy	Validation Loss	Validation Accuracy	Epoch
0.2608	0.9241	0.1799	0.9476	0
0.1705	0.9493	0.1779	0.9461	1
0.1377	0.9552	0.1790	0.9438	2
0.0980	0.9684	0.1991	0.9391	3
0.0560	0.9823	0.1914	0.9353	4
0.0388	0.9879	0.2157	0.9430	5
0.0258	0.9923	0.2202	0.9461	6
0.0139	0.9967	0.2596	0.9414	7
0.0038	0.9990	0.2823	0.9407	8
0.0025	0.9995	0.3043	0.9430	9

Framework versions

• Transformers 4.51.3
• TensorFlow 2.18.0
• Datasets 2.14.4
• Tokenizers 0.21.1