PII Redaction - TADHack2024

February 2024

Category

Machine Learning

Skills and Technology

Python Machine Learning NLP (Hugging Face)

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Overview

In the business landscape, protecting sensitive information is paramount, especially in industries handling vast amounts of personal data. The PII Redaction from vCons project is designed to enhance data privacy and confidentiality for businesses that manage customer interactions and communications. By leveraging advanced Natural Language Processing (NLP) techniques, this project aims to accurately identify and redact personally identifiable information (PII) from human conversations, ensuring compliance with data protection regulations and fostering trust with clients. The value to businesses lies in safeguarding customer data, mitigating the risk of data breaches, and maintaining regulatory compliance, all of which contribute to a company's reputation and operational integrity.

Description

LLama 2 is an open-source language model designed to handle various natural language processing (NLP) tasks efficiently. The model emphasizes supervised fine-tuning and employs a unique approach called Reinforcement Learning from Human Feedback (RLHF). Additionally, it leverages training methodologies inspired by Chat GPT to enhance its language generation capabilities.

Demo