Amir Pasha
Ai Engineer @Driverai, Llc
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WORK HISTORY
Ai Engineer @Driverai, Llc
AZ, US
Designed and optimized real-time retail product recognition pipelines, applying object detection and ViT/CLIP models for classification and embeddings, improving recognition accuracy by 15% in internal tests.• Implemented multi-modal product similarity search using DINOv2 (ViT-G/14) and CLIP (ViT-B/32, B/16, L/14), enabling comparison across 100k+ SKUs with high retrieval precision.• Converted models into ONNX format, achieving inference speedups of up to 3×, and integrated ScaNN for similarity retrieval across 50k+ images.• Configured and tested training pipelines on AWS SageMaker with distributed GPU clusters (A100, RTX Ada, V100), leveraging CloudWatch for real-time monitoring and S3/SageMaker Pipelines for experiment tracking and model versioning.
ABOUT AMIR PASHA
Experienced Senior Product Analyst/Data Analyst with over 5 years at Amazon, specializing in innovative tool development like smart refinement and image-based classification (Machine Learning). Expertise in machine learning, NLP, and predictive analytics drives informed decision-making. Passionate about innovation, I thrive in fast-paced environments and seek opportunities to contribute to forward-thinking organizations dedicated to technological advancement and impactful solutions.
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