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Muhammad Shees ShoaibMS
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Muhammad Shees Shoaib

@muhammadsheesshoaib

AI Software Engineer at Technaptix who built Intellyca’s NL2SQL and conversational analytics platform for enterprise data.

Pakistan
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At Technaptix, I architected and built Intellyca, a B2B analytics platform, as the first engineering hire. I implemented an NL2SQL pipeline that lets business users query enterprise data in plain language and receive tables, charts, or text.

I also built conversational diagnostic analytics to investigate what drove metric changes, and predictive analytics to forecast where metrics may be heading. The platform’s multi-tenant architecture uses data isolation and role-based access control over Microsoft SQL Server.

For Marketlytics, I built a marketing attribution system using GA4 and BigQuery to automate manual reporting. I also developed a RAG pipeline that uses vectorized schemas and SQLCoder-7B-2 to generate SQL from user questions.

In my projects, I built AI products including Mina, a coaching app with conversational assessment agents and real-time voice interaction, and Stoxlo, a plain-language research platform for Pakistan Stock Exchange stocks. My work has also included fine-tuning LLaMA 3.1 for an AI therapy app and authoring and validating training data for Apple’s ReALM.

Experience

Work history, roles, and key accomplishments

MA

Data & AI Engineer Intern

Marketlytics

Jun 2025 - Aug 2025 (2 months)

Built a marketing attribution system on GA4 and BigQuery, automating previously manual reporting. Converted schema into vector embeddings and built a RAG pipeline using SQLCoder-7B-2 to generate SQL from user questions.

Education

Degrees, certifications, and relevant coursework

FAST National University logoFU

FAST National University

Bachelor of Science, Computer Science

2021 - 2025

Pursued a Bachelor of Science in Computer Science at FAST National University from 2021 to 2025.

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