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PK MADHAVAN

@pkmadhavan

Data Product & Strategy Lead at Chicago Education Advocacy Cooperative building AI applications and production-ready ML pipelines.

United States

Message

At Chicago Education Advocacy Cooperative, I build AI-powered applications across generative AI, NLP, and computer vision. I train and fine-tune models, then integrate them into production products through APIs and dashboards.

At Global Techno Solutions, I built Python ML pipelines for data ingestion, validation, training, and inference, reducing runtime by 30%. I also automated manual workflows into validated ETL pipelines at Alteryx, reducing effort by 60%.

Experience

Work history, roles, and key accomplishments

Current

Data Product & Strategy Lead

Current

Chicago Education Advocacy Cooperative

Jun 2026 - Present (4 months)

Build AI-powered applications across generative AI, NLP, and computer vision, training and fine-tuning models in Python, TensorFlow, PyTorch, and Hugging Face, then hardening them into pipelines that hold up on real-world data. Integrate models into production web, software, and mobile products by connecting them to APIs and dashboards, while owning documentation and deployment plans and keeping m

Python TensorFlow PyTorch Hugging Face Generative AI NLP Computer Vision API Integration Documentation Deployment

Machine Learning Intern

Global Techno Solutions

Jun 2023 - Sep 2023 (3 months)

Built production Python ML pipelines (scikit-learn, TensorFlow) automating ingestion, validation, training, and inference; reduced runtime 30% through GPU workload profiling and restructuring.

Python scikit learn TensorFlow ML Pipelines GPU Profiling

Data Analytics & Process Automation Intern

Alteryx

Jun 2022 - Aug 2022 (2 months)

Turned 5+ messy manual workflows into automated, validated ETL pipelines across 3 departments (60% effort reduction); wrote SOPs so the team could own them independently.

ETL Process Automation SOP Development