Piotr Parkitny

Senior Director · AI Solutions & Platform Engineering — Toronto, Canada

Building AI solutions and the foundational layers they run on: ML/LLMOps, data platforms, edge AI. 15+ years shipping ML systems from research to production. MIDS at UC Berkeley.

LinkedIn · Email · GitHub · Kaggle

Projects

• Face Emotion Detection → Edge — real-time emotion recognition on an Nvidia Jetson. code · Kaggle
• Centralized Medical Data Platform — petabyte-scale health records, streaming ingestion. code · slides
• MRI Analyzer — AI-assisted prostate cancer diagnosis. code · Kaggle
• Attractiveness Bias — A/B Test at Scale — RCT on LinkedIn profile photos. code · Kaggle
• Counterfeit — Sentiment-Enhanced Summarization — sentiment signals in attention. paper · code
• YOLO Object Detection — real-time multi-object detection in video. Kaggle
• Human Pose Estimation — MediaPipe pipeline with dual-view comparison. code

Research

• Clustering — KMeans + PCA · Kaggle
• Classification → SQL · Kaggle
• LDA vs PCA · Kaggle
• Stock Regression · Kaggle
• Random Forest + SHAP · Kaggle
• Prophet — Canadian CPI · Kaggle
• Conversion A/B Curves · Kaggle

Resources

• GPU Setup on Ubuntu — drivers, CUDA, cuDNN
• AWS Commands — CLI reference
• Spark Patterns — PySpark at scale
• Papermill + Task Scheduler — automated notebook pipelines
• Free GPU on Kaggle · Kaggle Datasets

Education

• MIDS — UC Berkeley · Statistical ML, Deep Learning, Systems at Scale
• B.Sc. Eng Systems & Computing — University of Guelph · Control Systems, Signal Processing, Software Engineering