---
language: en
tags:
- autotrain
datasets:
- banking77
widget:
- text: I am still waiting on my card?
co2_eq_emissions: 0.03330651014155927
model-index:
- name: BERT-Banking77
  results:
  - task:
      type: text-classification
      name: Text Classification
    dataset:
      name: BANKING77
      type: banking77
    metrics:
    - type: accuracy
      value: 92.64
      name: Accuracy
    - type: macro-f1
      value: 92.64
      name: Macro F1
    - type: weighted-f1
      value: 92.6
      name: Weighted F1
  - task:
      type: text-classification
      name: Text Classification
    dataset:
      name: banking77
      type: banking77
      config: default
      split: test
    metrics:
    - type: accuracy
      value: 0.9275974025974026
      name: Accuracy
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZjc4ZDk2NzI4ZTEyYzVjMmYxYTVmOGU1ODFiYzBlMGYwNDc0NWU2ZjE2OTRmMzQ2YmRmMGMwMjk0OGJhODhjNCIsInZlcnNpb24iOjF9.DCcGC7cTnxr-ZY8ZmF1TtEIYirV0on_wozRjHxO8OInX5BJ01JSDivTfzyV3goiZXyhAiqLm5Ri1hoeKs7eOAA
    - type: precision
      value: 0.9305185253845069
      name: Precision Macro
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNjJlY2FkNjRhMmY5ZWRkNGRkMjgyMGQ5MjAyY2M1YTZlMTIxYTMwOGY3ZDExYTFhOGRkY2E0ZDgzMzlmN2E1ZSIsInZlcnNpb24iOjF9.gAhADFfvfXjZmFEVZtmDZZJBmeQgbtOPzGUjYdrH3Ill_R6yH4BoQnTFERlRdyrA5QiwfjdHT1hg_x1G7HLmBQ
    - type: precision
      value: 0.9275974025974026
      name: Precision Micro
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYjk3YWVkYTI3MGMxYjJmMGFhMWU0YmQ5MmFiMjEwNmQ1NTBkNjIyNTcxZDcwN2UzZmZmOTAxYjYxNWVlOTQ1NyIsInZlcnNpb24iOjF9.wWMl0F-TNDBDGik_1UNk5VM_ftb2vGG-OYeqRJuHXgKxCQLLujufCbJaPgKWA7sigVQspf8OpZOmdIzdqu-MDg
    - type: precision
      value: 0.9305185253845071
      name: Precision Weighted
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNWQ4NTFhMjM3NmEyNTkyMmFlNDQyYTkzMzAzNWQzM2YxNjdjMGI5NDljMjViYzNhODFjODM4YTU3ZDk5YjAwOCIsInZlcnNpb24iOjF9.W28VbQFOFafZ7qIUz4grPzxHfJkh9rNxx_gTyXl3EIuk3IRwsTuWi54F8rsxDap8CSCWqIsciRKxvDiT_0vFBA
    - type: recall
      value: 0.9275974025974028
      name: Recall Macro
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZjYwYWMxYjAxMmY3ZTBiNWRhYjkyZGY0ODBlYzljZjA2ZmI4NWI1NTQ1YjY0MTNiMmJjODU5OWFjOWExZTdmZiIsInZlcnNpb24iOjF9.-4enaWGlOKfonX2oIonHcMXsiEbVYqxYawZpj_aXOrDG2lm6ojwmUfezUcp8u83j53JyPl7VcsxQa3dmmbwtCg
    - type: recall
      value: 0.9275974025974026
      name: Recall Micro
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiM2I2YTUxMmI1MDQ5NDQwYmM0MGRmMTBlZWQxN2JmOTMzMTYzNGIyMjNlYjNlOTFmMGFkOThmNWU5MGNlZGQ3YiIsInZlcnNpb24iOjF9.8vDbC3HWhZi-KK3wLzfzoZ_yVmoSwaceHwoa9Tp8O5sXVQL8AlQYQtZQak4TbUfiUCHel9VusfTvF0hDrHIWAw
    - type: recall
      value: 0.9275974025974026
      name: Recall Weighted
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMmM1ODFjMjgwNDMzNmI0NGI4M2JjNTAzMWI0ZDFlOWVhMGI3NmNmNWNhYWU3YzlkODdiZDk1YmM4OTJkNjY2YiIsInZlcnNpb24iOjF9.GfcNiHLZHmhnIVCLjBCIuj7-JWhqm5w3ZhCUm8im_j5huI3EPuT3HaP9qzYMYICNn-kBIapHdU3ICQRVRohXDQ
    - type: f1
      value: 0.927623314966026
      name: F1 Macro
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiOWI5Zjk1Y2QyOTkwM2RjZDZhNjVkNzU5YjgzMzBjZmYzM2ZmNWQyNzZmNmRjZjRlODZmZjkzZTBjZDFhZDYxYiIsInZlcnNpb24iOjF9.VxutoI_Om00TJp7L5574OLLjW5jOgxedWnk0z6qN-n_p6r1Nxc6tFtN7MpIHo3ex7sic1k1piVQ-PQKlTKj8Bw
    - type: f1
      value: 0.9275974025974026
      name: F1 Micro
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiZWRlZmVmZjRlMzkxODkxYWFmYmFjY2ZlMTkyZTQ0NTYwYjY0NzQzNWViMDIwNGU2YWQzMzIxMWViZmNhYWI1NSIsInZlcnNpb24iOjF9.XVL6-f3XoXWXNkzzhBvpkj25DjQzx9GvyD8iXvbJ3GB9xQap6nbTA3yx8qJMmrLp_6CrrnMpITm8e7QD_xnWDw
    - type: f1
      value: 0.927623314966026
      name: F1 Weighted
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNzRhMTNmZGQwZjI3NjhhNDJmN2E4ODg1NzNjYjE2OGNhYmU1NmFmMTYzZDA2OTM1ZDVjOTI2ZjkzYWY5YTFmYSIsInZlcnNpb24iOjF9.67Zkn3eSyiGpkPTI93Da1BrCIL9r-l5RguKN6HV13uX8J8hAdiOoMpIIdXpmBmjm6Y5t0pvfb1QmtGTCjP1mBQ
    - type: loss
      value: 0.3199225962162018
      name: loss
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYWQ4NjU0ZjdlZDVjNGExMTIyMzExYWI2N2JkYzM0ODAwY2Y2YmI4YWI3NzlhNDdhNzZkOTAzY2ExNjQ4OWQ4NSIsInZlcnNpb24iOjF9.Xuz9odnXhZQhatLmYjZIhtxMwfTY44Gk8FWRpHPU6oj1Ot2y7T83Za_xcWMaISOoARnTasG_TTz-FZDsGPVqBg
---
#  `BERT-Banking77` Model Trained Using AutoTrain

- Problem type: Multi-class Classification
- Model ID: 940131041
- CO2 Emissions (in grams): 0.03330651014155927

## Validation Metrics

- Loss: 0.3505457043647766
- Accuracy: 0.9263261296660118
- Macro F1: 0.9268371013605569
- Micro F1: 0.9263261296660118
- Weighted F1: 0.9259954221865809
- Macro Precision: 0.9305746406646502
- Micro Precision: 0.9263261296660118
- Weighted Precision: 0.929031563971418
- Macro Recall: 0.9263724620088746
- Micro Recall: 0.9263261296660118
- Weighted Recall: 0.9263261296660118


## Usage

You can use cURL to access this model:

```
$ curl -X POST -H "Authorization: Bearer YOUR_API_KEY" -H "Content-Type: application/json" -d '{"inputs": "I love AutoTrain"}' https://api-inference.huggingface.co/models/philschmid/autotrain-does-it-work-940131041
```

Or Python API:

```
from transformers import AutoTokenizer, AutoModelForSequenceClassification, pipeline
model_id = 'philschmid/BERT-Banking77'
tokenizer = AutoTokenizer.from_pretrained(model_id)
model = AutoModelForSequenceClassification.from_pretrained(model_id)
classifier = pipeline('text-classification', tokenizer=tokenizer, model=model)
classifier('What is the base of the exchange rates?')
```