Etelis / IMDB_BERT_5E

huggingface.co
Total runs: 9
24-hour runs: 0
7-day runs: 0
30-day runs: -2
Model's Last Updated: November 02 2022
text-classification

Introduction of IMDB_BERT_5E

Model Details of IMDB_BERT_5E

IMDB_BERT_5E

This model is a fine-tuned version of bert-base-cased on the imdb dataset. It achieves the following results on the evaluation set:

  • Loss: 0.2316
  • Accuracy: 0.9533
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: 1e-05
  • train_batch_size: 16
  • eval_batch_size: 8
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 5
Training results
Training Loss Epoch Step Validation Loss Accuracy
0.7094 0.03 50 0.6527 0.6467
0.5867 0.06 100 0.3681 0.8533
0.3441 0.1 150 0.2455 0.9
0.3052 0.13 200 0.3143 0.88
0.2991 0.16 250 0.1890 0.92
0.2954 0.19 300 0.2012 0.9267
0.2723 0.22 350 0.2178 0.9333
0.255 0.26 400 0.1740 0.9267
0.2675 0.29 450 0.1667 0.9467
0.3071 0.32 500 0.1766 0.9333
0.2498 0.35 550 0.1928 0.9267
0.2402 0.38 600 0.1334 0.94
0.2449 0.42 650 0.1332 0.9467
0.2298 0.45 700 0.1375 0.9333
0.2625 0.48 750 0.1529 0.9467
0.2459 0.51 800 0.1621 0.94
0.2499 0.54 850 0.1606 0.92
0.2405 0.58 900 0.1375 0.94
0.208 0.61 950 0.1697 0.94
0.2642 0.64 1000 0.1507 0.9467
0.2272 0.67 1050 0.1478 0.94
0.2769 0.7 1100 0.1423 0.9467
0.2293 0.74 1150 0.1434 0.9467
0.2212 0.77 1200 0.1371 0.9533
0.2176 0.8 1250 0.1380 0.9533
0.2269 0.83 1300 0.1453 0.9467
0.2422 0.86 1350 0.1450 0.9467
0.2141 0.9 1400 0.1775 0.9467
0.235 0.93 1450 0.1302 0.9467
0.2275 0.96 1500 0.1304 0.9467
0.2282 0.99 1550 0.1620 0.9533
0.1898 1.02 1600 0.1482 0.9333
0.1677 1.06 1650 0.1304 0.9533
0.1533 1.09 1700 0.1270 0.96
0.1915 1.12 1750 0.1601 0.9533
0.1687 1.15 1800 0.1515 0.9467
0.1605 1.18 1850 0.1729 0.9467
0.1731 1.22 1900 0.1529 0.94
0.1308 1.25 1950 0.1577 0.96
0.1792 1.28 2000 0.1668 0.9333
0.1987 1.31 2050 0.1613 0.9533
0.1782 1.34 2100 0.1542 0.96
0.199 1.38 2150 0.1437 0.9533
0.1224 1.41 2200 0.1674 0.96
0.1854 1.44 2250 0.1831 0.9533
0.1622 1.47 2300 0.1403 0.9533
0.1586 1.5 2350 0.1417 0.96
0.1375 1.54 2400 0.1409 0.9533
0.1401 1.57 2450 0.1759 0.96
0.1999 1.6 2500 0.1172 0.96
0.1746 1.63 2550 0.1479 0.96
0.1983 1.66 2600 0.1498 0.9467
0.1658 1.7 2650 0.1375 0.9533
0.1492 1.73 2700 0.1504 0.9667
0.1435 1.76 2750 0.1340 0.9667
0.1473 1.79 2800 0.1262 0.9667
0.1692 1.82 2850 0.1323 0.9533
0.1567 1.86 2900 0.1339 0.96
0.1615 1.89 2950 0.1204 0.9667
0.1677 1.92 3000 0.1202 0.9667
0.1426 1.95 3050 0.1310 0.96
0.1754 1.98 3100 0.1469 0.9533
0.1395 2.02 3150 0.1663 0.96
0.0702 2.05 3200 0.1399 0.9733
0.1351 2.08 3250 0.1520 0.9667
0.1194 2.11 3300 0.1410 0.9667
0.1087 2.14 3350 0.1361 0.9733
0.1245 2.18 3400 0.1490 0.9533
0.1285 2.21 3450 0.1799 0.96
0.0801 2.24 3500 0.1776 0.9533
0.117 2.27 3550 0.1756 0.9667
0.1105 2.3 3600 0.1749 0.9533
0.1359 2.34 3650 0.1750 0.96
0.1328 2.37 3700 0.1857 0.9533
0.1201 2.4 3750 0.1834 0.9533
0.1239 2.43 3800 0.1923 0.9533
0.0998 2.46 3850 0.1882 0.9533
0.0907 2.5 3900 0.1722 0.96
0.1214 2.53 3950 0.1787 0.96
0.0858 2.56 4000 0.1927 0.96
0.1384 2.59 4050 0.1312 0.96
0.0951 2.62 4100 0.1348 0.96
0.1325 2.66 4150 0.1652 0.9533
0.1429 2.69 4200 0.1603 0.9533
0.0923 2.72 4250 0.2141 0.94
0.1336 2.75 4300 0.1348 0.9733
0.0893 2.78 4350 0.1356 0.9667
0.1057 2.82 4400 0.1932 0.9533
0.0928 2.85 4450 0.1868 0.9533
0.0586 2.88 4500 0.1620 0.96
0.1426 2.91 4550 0.1944 0.9533
0.1394 2.94 4600 0.1630 0.96
0.0785 2.98 4650 0.1560 0.9667
0.0772 3.01 4700 0.2093 0.9467
0.0565 3.04 4750 0.1785 0.96
0.0771 3.07 4800 0.2361 0.9467
0.0634 3.1 4850 0.1809 0.96
0.0847 3.13 4900 0.1496 0.9733
0.0526 3.17 4950 0.1620 0.9667
0.0796 3.2 5000 0.1764 0.9667
0.0786 3.23 5050 0.1798 0.9667
0.0531 3.26 5100 0.1698 0.9667
0.0445 3.29 5150 0.2088 0.96
0.1212 3.33 5200 0.1842 0.9533
0.0825 3.36 5250 0.2016 0.9533
0.0782 3.39 5300 0.1775 0.9533
0.0627 3.42 5350 0.1656 0.96
0.0898 3.45 5400 0.2331 0.9533
0.0882 3.49 5450 0.2514 0.9467
0.0798 3.52 5500 0.2090 0.9533
0.0474 3.55 5550 0.2322 0.96
0.0773 3.58 5600 0.2023 0.96
0.0862 3.61 5650 0.2247 0.96
0.0723 3.65 5700 0.2001 0.96
0.0549 3.68 5750 0.2031 0.9533
0.044 3.71 5800 0.2133 0.96
0.0644 3.74 5850 0.1876 0.9667
0.0868 3.77 5900 0.2182 0.9533
0.072 3.81 5950 0.1856 0.9667
0.092 3.84 6000 0.2120 0.96
0.0806 3.87 6050 0.2006 0.9533
0.0627 3.9 6100 0.1900 0.9533
0.0738 3.93 6150 0.1869 0.96
0.0667 3.97 6200 0.2216 0.96
0.0551 4.0 6250 0.2147 0.9533
0.0271 4.03 6300 0.2038 0.96
0.0763 4.06 6350 0.2058 0.96
0.0612 4.09 6400 0.2037 0.9533
0.0351 4.13 6450 0.2081 0.96
0.0265 4.16 6500 0.2373 0.9533
0.0391 4.19 6550 0.2264 0.9533
0.0609 4.22 6600 0.2035 0.9533
0.0435 4.25 6650 0.1989 0.96
0.0309 4.29 6700 0.2096 0.9667
0.064 4.32 6750 0.2385 0.9533
0.0388 4.35 6800 0.2071 0.96
0.0267 4.38 6850 0.2336 0.96
0.0433 4.41 6900 0.2045 0.9667
0.0596 4.45 6950 0.2013 0.96
0.0273 4.48 7000 0.2122 0.96
0.0559 4.51 7050 0.2182 0.96
0.0504 4.54 7100 0.2172 0.96
0.0536 4.57 7150 0.2406 0.9533
0.0624 4.61 7200 0.2194 0.9533
0.0668 4.64 7250 0.2156 0.96
0.0208 4.67 7300 0.2150 0.96
0.0436 4.7 7350 0.2361 0.9533
0.0285 4.73 7400 0.2175 0.96
0.0604 4.77 7450 0.2241 0.9467
0.0502 4.8 7500 0.2201 0.96
0.0342 4.83 7550 0.2232 0.96
0.0467 4.86 7600 0.2247 0.9533
0.0615 4.89 7650 0.2235 0.96
0.0769 4.93 7700 0.2302 0.9533
0.0451 4.96 7750 0.2334 0.9467
0.0532 4.99 7800 0.2316 0.9533
Framework versions
  • Transformers 4.24.0
  • Pytorch 1.13.0
  • Datasets 2.6.1
  • Tokenizers 0.13.1

Runs of Etelis IMDB_BERT_5E on huggingface.co

9
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1
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More Information About IMDB_BERT_5E huggingface.co Model

More IMDB_BERT_5E license Visit here:

https://choosealicense.com/licenses/apache-2.0

IMDB_BERT_5E huggingface.co

IMDB_BERT_5E huggingface.co is an AI model on huggingface.co that provides IMDB_BERT_5E's model effect (), which can be used instantly with this Etelis IMDB_BERT_5E model. huggingface.co supports a free trial of the IMDB_BERT_5E model, and also provides paid use of the IMDB_BERT_5E. Support call IMDB_BERT_5E model through api, including Node.js, Python, http.

IMDB_BERT_5E huggingface.co Url

https://huggingface.co/Etelis/IMDB_BERT_5E

Etelis IMDB_BERT_5E online free

IMDB_BERT_5E huggingface.co is an online trial and call api platform, which integrates IMDB_BERT_5E's modeling effects, including api services, and provides a free online trial of IMDB_BERT_5E, you can try IMDB_BERT_5E online for free by clicking the link below.

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https://huggingface.co/Etelis/IMDB_BERT_5E

IMDB_BERT_5E install

IMDB_BERT_5E is an open source model from GitHub that offers a free installation service, and any user can find IMDB_BERT_5E on GitHub to install. At the same time, huggingface.co provides the effect of IMDB_BERT_5E install, users can directly use IMDB_BERT_5E installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

IMDB_BERT_5E install url in huggingface.co:

https://huggingface.co/Etelis/IMDB_BERT_5E

Url of IMDB_BERT_5E

IMDB_BERT_5E huggingface.co Url

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