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nlp-sentiment-models
Beast212004/nlp-sentiment-models
nlp-sentiment-models is a machine learning model from Beast212004. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for keras. The card lists the license as mit.
Pre-trained deep learning models for sentiment analysis on Amazon product reviews.
All-time downloads
294
Public
Repo size
129 MB
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0
Public
Repo makeup
Click a slice to open those files.
.pt69.4 MB · 71%
At a glance
- Library
- keras
- License
- mit
- Access
- Public
- Created
- Mar 17, 2026
- Updated
- Mar 17, 2026
- SHA
- c492775c
Model card
From the Hugging Face model README
NLP Sentiment Analysis Models
Pre-trained deep learning models for sentiment analysis on Amazon product reviews.
Models Included
- CNN (TensorFlow): Convolutional Neural Network with learned embeddings
- CNN + GloVe (TensorFlow): CNN with pre-trained GloVe embeddings
- CNN (PyTorch): Convolutional Neural Network with learned embeddings
- CNN + GloVe (PyTorch): CNN with pre-trained GloVe embeddings
- BiLSTM + GloVe (PyTorch): Bidirectional LSTM with pre-trained GloVe embeddings
Dataset
Trained on Amazon Reviews 2023 dataset with ~47K product reviews across multiple categories.
Performance
- CNN models: ~85-87% accuracy
- BiLSTM models: ~86-88% accuracy
Usage
These models are automatically downloaded by the Streamlit dashboard when deployed on Streamlit Cloud.
Manual Download
from huggingface_hub import hf_hub_download
model_path = hf_hub_download(
repo_id="Beast212004/nlp-sentiment-models",
filename="cnn_pytorch_pretrained.pt"
)
Repository
GitHub: https://github.com/YOUR_USERNAME/nlp-sentiment-analysis
- Library
- keras
- License
- mit
- Created
- Mar 17, 2026
- Updated
- Mar 17, 2026