AI/MLLive

NLP Sentiment Analyzer

Advanced sentiment analysis tool for social media monitoring and brand reputation management

2023
NLP Sentiment Analyzer

Project Overview

A sophisticated NLP system that analyzes sentiment across social media platforms, providing real-time insights for brand monitoring and customer feedback analysis.

Technologies Used

Python

Core NLP processing and API development

BERT

Transformer-based language model

spaCy

Advanced natural language processing

FastAPI

High-performance API framework

Elasticsearch

Text search and analytics

React

Dashboard and visualization

Key Features

Multi-language sentiment analysis
Real-time social media monitoring
Brand reputation tracking
Emotion detection and classification
Trend analysis and reporting
Custom model training capabilities

Development Process

1

Data Collection

Gathered diverse sentiment datasets for training

2

Model Fine-tuning

Fine-tuned BERT models for domain-specific sentiment

3

API Development

Built scalable API for real-time sentiment analysis

4

Dashboard Creation

Developed analytics dashboard with visualizations

5

Production Deployment

Deployed with auto-scaling and monitoring

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