Available for opportunities

Building Intelligent Systems That Matter

Data Scientist & AI Engineer at Bio-Techne — crafting multi-agent systems, RAG architectures, and ML solutions that transform biotechnology workflows.

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The Story Behind the Code

Ilyas - AI Engineer

I'm a Data Scientist who believes the most impactful AI isn't just technically impressive — it solves real problems for real people.

At Bio-Techne, I lead GenAI initiatives on the Data Lab team, where I've built everything from multi-agent sales intelligence platforms to production RAG systems that help technical service teams find answers in seconds instead of hours.

My approach? Start small, iterate fast, and always keep the end user in mind. Whether I'm processing a million PDFs for data extraction or architecting a complex agentic workflow, I focus on solutions that actually get deployed and used.

Multi-Agent Systems LangGraph, AutoGen, Complex Orchestration
Production ML From POC to Deployment at Scale
Biotech Domain Antibodies, Proteins, Life Sciences

Projects That Pushed Boundaries

A curated selection of AI systems I've architected and deployed

RAG System 2025

Technical Service Agent

Production RAG for Support Teams

A retrieval-augmented generation system that searches 100K+ Salesforce cases and Egnyte documentation to answer technical questions instantly. Deployed via Microsoft Teams for production use.

RAG Unity Catalog Egnyte MS Teams
Data Engineering 2025

CoA Data Pipeline

Million-Scale PDF Processing

Template-based extraction system processing ~1M Certificate of Analysis PDFs with high accuracy. Automated data validation and structured output for downstream analytics.

Python PDF Parsing Databricks Delta Lake
Machine Learning 2025

Antibody Pair Prediction

Semi-Supervised Learning Pipeline

Teacher-student learning model with XGBoost to predict optimal capture-detect antibody pairs. Leveraging SPR data from Carterra and Ella immunoassay platforms for training.

XGBoost Semi-Supervised Carterra SPR scikit-learn
Infrastructure 2024

Enterprise ChatGPT

Internal AI Platform with LibreChat

Deployed LibreChat as an internal ChatGPT alternative, providing secure AI assistance across the organization with custom integrations and enterprise authentication.

LibreChat Docker Azure SSO
Graph ML 2023

Graph Recommendation Engine

Network-Based Product Discovery

Graph-based recommendation pipeline leveraging product relationships and customer behavior patterns to surface relevant suggestions with explainable reasoning.

Neo4j Graph Neural Networks Python NetworkX

Technical Arsenal

Hover or tap to explore my technology stack

AI & Machine Learning

LangChain LangGraph RAG Systems Multi-Agent Systems XGBoost Hugging Face Fine-tuning Semi-Supervised Learning Graph Neural Networks

Data Engineering

Databricks SQL Delta Lake Unity Catalog Spark ETL Pipelines Data Modeling

Cloud & Infrastructure

Azure OpenAI Azure Docker MLflow CI/CD

Programming

Python SQL JavaScript Git REST APIs

Domain Expertise

Biotechnology Antibody Development Life Sciences Protein Engineering Immunoassays

Tools & Platforms

Salesforce Egnyte MS Teams LibreChat Slack
Expert
Advanced
Intermediate

Meet My AI Assistant

Have questions? Want to schedule a call? Chat with my AI — it knows my schedule and can help you connect.

Hi! I'm Ilyas's AI assistant. I can help you with:

  • 📅 Schedule a meeting with Ilyas
  • 💼 Learn about his work and projects
  • 📧 Get his contact information
  • ❓ Answer questions about his expertise

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Let's Build Something Together

Whether you have a project in mind, want to discuss AI opportunities, or just want to chat about the future of biotechnology or AI in general — I'd love to hear from you.