March 1, 2025

SmartReview Pro

AI/ML

NLP

Full Stack

Naman Barkiya

@Home

Tech Stack

Python

RoBERTa

DistilBERT

Transformers

PyTorch

Gradio

Plotly

Pandas

SQLite

Description

Building SmartReview Pro was an ambitious endeavor to create a definitive, all-in-one platform for e-commerce intelligence. My mission was to empower businesses by transforming raw customer feedback into a spectrum of clear, actionable insights using the power of AI.

The core of this platform is a sophisticated analysis engine built in Python, leveraging state-of-the-art Transformer models like RoBERTa and DistilBERT. I engineered a modular system capable of performing nine distinct types of analysis—from sentiment and emotion to complex tasks like fake review detection and quality assessment.

A significant challenge was managing performance and resources. I designed a lazy-loading model manager and an SQLite-based caching system to ensure the platform remained responsive and efficient, even when processing thousands of reviews.

The final product, presented through an intuitive Gradio interface with rich Plotly visualizations, is a testament to end-to-end AI application development. It's a powerful tool that offers businesses a 360-degree view of their customer feedback landscape.

Architected and developed a comprehensive AI platform with 9 distinct review analysis modules.
Integrated advanced Transformer models (RoBERTa, DistilBERT) for high-accuracy, multi-faceted NLP tasks.
Engineered an efficient backend with lazy-loading for models and an SQLite caching layer to optimize performance.
Designed and delivered an intuitive, data-rich user interface using Gradio and Plotly for interactive data visualization.