Muhammad B.

Key Skills

Software

Google Cloud Vertex AI

Mercor

Top Subject Matter

E-Commerce

Software

Finance

Top Data Types

Text

Document

Computer Code Programming

Top Task Types

Text Summarization

Fine-tuning

Computer Programming/Coding

Data Collection

Freelancer Overview

While your background does not explicitly mention manual data labeling roles, you possess strong qualifications for designing and overseeing AI training data pipelines, particularly through your work with Retrieval-Augmented Generation (RAG) and generative AI. In your role as a Generative AI Engineer and freelancer, you have built RAG-based chatbots and AI applications that rely on high-quality, structured data extraction from unstructured text (e.g., legal documents). Your LegalLens project demonstrates this clearly: you developed a pipeline using LangChain and Claude-2 to perform structured information extraction from contracts, solving chunking problems and outputting validated JSON—this required implicit understanding of training data quality, annotation consistency, and schema design.

Labeling Experience

RAG-based chatbots & Agentic AI

Computer Code ProgrammingComputer Programming/Coding

Designed and deployed multiple production-ready, retrieval-augmented generation (RAG) chatbots and agentic AI systems for diverse use cases, including legal document analysis, customer support automation, and database querying via natural language.

2024 - 2025

Education

Work History