Tweet Sentiment Analyzer

Overview

A lightweight NLP tool that classifies any short text into a sentiment label with a confidence score, powered by a pre-trained Hugging Face transformers pipeline. Designed to fit into existing workflows, this build focuses on real production behavior rather than a polished demo.

The Problem

A lightweight NLP tool that classifies any short text into a sentiment label with a confidence score, powered by a pre-trained Hugging Face transformers pipeline.

What I Built

1. 01Three-class sentiment output with confidence scores
2. 02No training data required — uses pre-trained transformer
3. 03Single pip install to get running

Architecture

→ Three-class sentiment output with confidence scores
→ No training data required — uses pre-trained transformer
→ Single pip install to get running

Engineering Decisions

Results & Learnings

• Three-class sentiment output with confidence scores
• No training data required — uses pre-trained transformer
• Single pip install to get running