Sponsored by ThumbnailCreator.com
Toolify Toolify logo
AI Models
finetuned-bert-categories-estimation

diegoale1248 / finetuned-bert-categories-estimation

Run on huggingface.co
huggingface.co
Total runs: 42
24-hour runs: 0
7-day runs: 8
30-day runs: 21
Model's Last Updated: February 22 2024
text-classification

Introduction of finetuned-bert-categories-estimation

Model Details of finetuned-bert-categories-estimation

finetuned-bert-categories-estimation

This model is a fine-tuned version of neuralmind/bert-base-portuguese-cased on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.4080
  • F1: 0.9054
  • Accuracy: 0.9277
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: 32
  • eval_batch_size: 8
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 10
Training results
Training Loss Epoch Step Validation Loss F1 Accuracy
4.3517 0.13 100 3.6120 0.0934 0.3599
3.2593 0.25 200 2.7209 0.1848 0.5085
2.584 0.38 300 2.1874 0.2784 0.5952
2.1208 0.51 400 1.8393 0.3656 0.6504
1.7726 0.63 500 1.5560 0.4633 0.7121
1.5799 0.76 600 1.3686 0.5185 0.7442
1.3384 0.89 700 1.2079 0.5896 0.7759
1.2751 1.01 800 1.0736 0.6044 0.7941
1.0223 1.14 900 0.9892 0.6353 0.8089
0.9095 1.27 1000 0.9277 0.6699 0.8157
0.8496 1.39 1100 0.8370 0.6973 0.8311
0.7735 1.52 1200 0.7878 0.7093 0.8349
0.7058 1.65 1300 0.7299 0.7239 0.8481
0.6545 1.77 1400 0.6823 0.7444 0.8563
0.6652 1.9 1500 0.6623 0.7547 0.8609
0.5905 2.03 1600 0.6079 0.7660 0.8663
0.4679 2.15 1700 0.5910 0.7867 0.8696
0.4415 2.28 1800 0.5668 0.8034 0.8785
0.4377 2.41 1900 0.5580 0.8068 0.8796
0.4262 2.53 2000 0.5366 0.8054 0.8815
0.4272 2.66 2100 0.5094 0.8189 0.8880
0.3979 2.79 2200 0.4966 0.8229 0.8898
0.3763 2.92 2300 0.4838 0.8349 0.8950
0.366 3.04 2400 0.4742 0.8340 0.8950
0.2686 3.17 2500 0.4591 0.8365 0.8966
0.2735 3.3 2600 0.4676 0.8393 0.8958
0.2582 3.42 2700 0.4263 0.8580 0.9025
0.2451 3.55 2800 0.4383 0.8526 0.8988
0.2626 3.68 2900 0.4420 0.8554 0.9018
0.248 3.8 3000 0.4153 0.8658 0.9080
0.2634 3.93 3100 0.4082 0.8666 0.9088
0.2 4.06 3200 0.4162 0.8716 0.9090
0.1717 4.18 3300 0.4032 0.8748 0.9117
0.19 4.31 3400 0.4019 0.8747 0.9117
0.1507 4.44 3500 0.4118 0.8789 0.9139
0.16 4.56 3600 0.4107 0.8815 0.9139
0.1716 4.69 3700 0.4105 0.8826 0.9132
0.1545 4.82 3800 0.3945 0.8850 0.9180
0.1628 4.94 3900 0.3974 0.8907 0.9194
0.1123 5.07 4000 0.4060 0.8828 0.9166
0.0988 5.2 4100 0.4037 0.8847 0.9167
0.1065 5.32 4200 0.3959 0.8895 0.9201
0.1018 5.45 4300 0.4040 0.8875 0.9183
0.1091 5.58 4400 0.4044 0.8908 0.9199
0.1041 5.7 4500 0.3937 0.8943 0.9218
0.1154 5.83 4600 0.3981 0.8956 0.9205
0.0932 5.96 4700 0.3940 0.8967 0.9223
0.0835 6.08 4800 0.3914 0.8967 0.9224
0.065 6.21 4900 0.3905 0.8922 0.9215
0.0634 6.34 5000 0.3999 0.8924 0.9215
0.0618 6.46 5100 0.4013 0.8966 0.9226
0.0678 6.59 5200 0.3985 0.9004 0.9242
0.0666 6.72 5300 0.3892 0.8993 0.9239
0.0564 6.84 5400 0.4026 0.8986 0.9228
0.0704 6.97 5500 0.4011 0.9004 0.9236
0.0508 7.1 5600 0.4035 0.8987 0.9234
0.0395 7.22 5700 0.4131 0.8979 0.9216
0.0363 7.35 5800 0.4112 0.9022 0.9243
0.0443 7.48 5900 0.4079 0.9039 0.9251
0.0383 7.6 6000 0.4152 0.9031 0.9248
0.0384 7.73 6100 0.4075 0.9037 0.9258
0.0414 7.86 6200 0.4087 0.9035 0.9256
0.0449 7.98 6300 0.4066 0.9060 0.9262
0.0246 8.11 6400 0.4091 0.9041 0.9258
0.0275 8.24 6500 0.4085 0.9035 0.9262
0.0256 8.37 6600 0.4077 0.9048 0.9269
0.0307 8.49 6700 0.4040 0.9082 0.9285
0.0294 8.62 6800 0.4057 0.9067 0.9283
0.0226 8.75 6900 0.4069 0.9054 0.9274
0.0218 8.87 7000 0.4090 0.9053 0.9278
0.0333 9.0 7100 0.4053 0.9075 0.9286
0.0182 9.13 7200 0.4071 0.9063 0.9277
0.0176 9.25 7300 0.4058 0.9053 0.9278
0.0187 9.38 7400 0.4074 0.9060 0.9280
0.0185 9.51 7500 0.4069 0.9059 0.9278
0.0135 9.63 7600 0.4067 0.9049 0.9275
0.0118 9.76 7700 0.4076 0.9039 0.9267
0.0163 9.89 7800 0.4081 0.9050 0.9275
Framework versions
  • Transformers 4.35.2
  • Pytorch 2.1.0+cu121
  • Datasets 2.15.0
  • Tokenizers 0.15.0

Runs of diegoale1248 finetuned-bert-categories-estimation on huggingface.co

42
Total runs
0
24-hour runs
6
3-day runs
8
7-day runs
21
30-day runs

More Information About finetuned-bert-categories-estimation huggingface.co Model

More finetuned-bert-categories-estimation license Visit here:

https://choosealicense.com/licenses/mit

finetuned-bert-categories-estimation huggingface.co

finetuned-bert-categories-estimation huggingface.co is an AI model on huggingface.co that provides finetuned-bert-categories-estimation's model effect (), which can be used instantly with this diegoale1248 finetuned-bert-categories-estimation model. huggingface.co supports a free trial of the finetuned-bert-categories-estimation model, and also provides paid use of the finetuned-bert-categories-estimation. Support call finetuned-bert-categories-estimation model through api, including Node.js, Python, http.

finetuned-bert-categories-estimation huggingface.co Url

https://huggingface.co/diegoale1248/finetuned-bert-categories-estimation

diegoale1248 finetuned-bert-categories-estimation online free

finetuned-bert-categories-estimation huggingface.co is an online trial and call api platform, which integrates finetuned-bert-categories-estimation's modeling effects, including api services, and provides a free online trial of finetuned-bert-categories-estimation, you can try finetuned-bert-categories-estimation online for free by clicking the link below.

diegoale1248 finetuned-bert-categories-estimation online free url in huggingface.co:

https://huggingface.co/diegoale1248/finetuned-bert-categories-estimation

finetuned-bert-categories-estimation install

finetuned-bert-categories-estimation is an open source model from GitHub that offers a free installation service, and any user can find finetuned-bert-categories-estimation on GitHub to install. At the same time, huggingface.co provides the effect of finetuned-bert-categories-estimation install, users can directly use finetuned-bert-categories-estimation installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

finetuned-bert-categories-estimation install url in huggingface.co:

https://huggingface.co/diegoale1248/finetuned-bert-categories-estimation

Url of finetuned-bert-categories-estimation

finetuned-bert-categories-estimation huggingface.co Url

Provider of finetuned-bert-categories-estimation huggingface.co

diegoale1248
ORGANIZATIONS
huggingface.co