metadata

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`