Instructions to use pankaj-karhade/pankaj-bert-classifier-model with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use pankaj-karhade/pankaj-bert-classifier-model with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="pankaj-karhade/pankaj-bert-classifier-model")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("pankaj-karhade/pankaj-bert-classifier-model") model = AutoModelForSequenceClassification.from_pretrained("pankaj-karhade/pankaj-bert-classifier-model", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Pankaj BERT Classifier
Model Description
This model is a fine-tuned BERT-based text classification model built using the Hugging Face Transformers library.
It is designed to classify text into predefined categories. The category names and dataset details are intentionally not disclosed.
Model Details
- Model Name: Pankaj BERT Classifier
- Architecture: BERT
- Base Model: bert-base-uncased
- Task: Text Classification
- Framework: Hugging Face Transformers
- Training: Fine-tuning on a custom labeled dataset
Intended Use
This model can be used for text classification tasks relevant to its training data.
Limitations
Predictions may be inaccurate on text that differs significantly from the training data. Evaluate the model on appropriate test data before using it in production.
Usage
Load the model using the Hugging Face Transformers library:
from transformers import pipeline
classifier = pipeline(
"text-classification",
model="YOUR_USERNAME/pankaj-bert-classifier"
)
result = classifier("Your input text here")
print(result)
Replace YOUR_USERNAME with your Hugging Face username.
Evaluation
Evaluation metrics have not been published in this model card.
Privacy
Specific class names and private dataset details are not disclosed.
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Model tree for pankaj-karhade/pankaj-bert-classifier-model
Base model
google-bert/bert-base-uncased