valurank / distilroberta-topic-classification

huggingface.co
Total runs: 47
24-hour runs: 0
7-day runs: -2
30-day runs: -108
Model's Last Updated: February 08 2024
text-classification

Introduction of distilroberta-topic-classification

Model Details of distilroberta-topic-classification

distilroberta-topic-classification

This model is a fine-tuned version of distilroberta-topic-base on a dataset of headlines. It achieves the following results on the evaluation set:

  • Loss: 2.235735
  • F1: 0.756
Training and evaluation data

The following data sources were used:

  • 22k News articles classified into 120 different topics from Hugging face
Training procedure
Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 5e-05
  • train_batch_size: 32
  • eval_batch_size: 32
  • seed: 12345
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 16
  • num_epochs: 10
  • mixed_precision_training: Native AMP
Training results
Training Loss Epoch Step Validation Loss F1
2.3851 1.0 561 2.3445 0.6495
2.1441 2.0 1122 2.1980 0.7019
1.9992 3.0 1683 2.1720 0.7189
1.8384 4.0 2244 2.1425 0.7403
1.7468 5.0 2805 2.1666 0.7453
1.6360 6.0 3366 2.1779 0.7456
1.5935 7.0 3927 2.2003 0.7555
1.5460 8.0 4488 2.2157 0.7575
1.5510 9.0 5049 2.2300 0.7536
1.5097 10.0 5610 2.2357 0.7547
Framework versions
  • Transformers 4.35.2
  • Pytorch 2.1.0
  • Datasets 2.15.0
  • Tokenizers 0.15.0

Runs of valurank distilroberta-topic-classification on huggingface.co

47
Total runs
0
24-hour runs
0
3-day runs
-2
7-day runs
-108
30-day runs

More Information About distilroberta-topic-classification huggingface.co Model

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distilroberta-topic-classification huggingface.co

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

distilroberta-topic-classification huggingface.co Url

https://huggingface.co/valurank/distilroberta-topic-classification

valurank distilroberta-topic-classification online free

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

valurank distilroberta-topic-classification online free url in huggingface.co:

https://huggingface.co/valurank/distilroberta-topic-classification

distilroberta-topic-classification install

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

distilroberta-topic-classification install url in huggingface.co:

https://huggingface.co/valurank/distilroberta-topic-classification

Url of distilroberta-topic-classification

distilroberta-topic-classification huggingface.co Url

Provider of distilroberta-topic-classification huggingface.co

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