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Data Collection

Entity Ner Classification

Object Detection

Segmentation

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Freelancer Overview

I am an experienced AI/ML engineer with over fifteen years in information technology, specializing in building and optimizing end-to-end machine learning pipelines with a strong focus on high-quality data preparation, annotation, and training data management. My work spans domains such as computer vision, oncology, and cheminformatics, where I have designed and implemented data preprocessing pipelines, led data collection and labeling efforts, and developed deep learning models for tasks like object detection and semantic segmentation. I am proficient in Python, PyTorch, TensorFlow, and the full scientific stack, and have hands-on experience with large-scale data processing, federated learning, and cloud platforms like AWS and GCP. My approach emphasizes rigorous data quality, statistical analysis, and efficient data workflows to ensure robust model performance in real-world applications.

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Work History