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---
title: HuggingFace Ecosystem - NLP Playground
emoji: 🚀
colorFrom: red
colorTo: yellow
sdk: docker
app_port: 8501
tags:
- nlp
- transformers
- streamlit
- sentiment-analysis
- text-summarization
- question-answering
- ner
pinned: false
short_description: Demonstrates various HF's Transformers NLP capabilities
---
# 🤗 HuggingFace Ecosystem - NLP Playground
A comprehensive web application showcasing various NLP capabilities powered by HuggingFace's Transformers library. This Streamlit-based dashboard provides an intuitive interface to explore state-of-the-art NLP models for different tasks.
## 🚀 Features
- **Sentiment Analysis**: Analyze the sentiment of text (positive/negative)
- **Text Summarization**: Generate concise summaries of longer texts
- **Named Entity Recognition**: Identify entities like persons, organizations, and locations
- **Question Answering**: Extract answers to questions from a given context
- **Text Generation**: Create coherent text continuations from a prompt
- **Semantic Search**: Find semantically similar texts using embeddings
## 🧠 Models Used
| Task | Model |
|------|-------|
| Sentiment Analysis | `distilbert-base-uncased-finetuned-sst-2-english` |
| Text Summarization | `facebook/bart-large-cnn` |
| Named Entity Recognition | `dslim/bert-base-NER` |
| Question Answering | `deepset/roberta-base-squad2` |
| Text Generation | `gpt2` |
| Semantic Search | `sentence-transformers/all-MiniLM-L6-v2` |
|