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Thoughts & Insights

Sharing my journey in front-end engineering, best practices, and lessons learned across different industries. Plus occasional musings on hobbies and life beyond code.

Machine-learning

Nov 8, 2025

How to Determine Sentiment Polarity for Annotation

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A practical guide to labeling sentiment polarity for ML annotation

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Apr 12, 2025

Why Pretrained Language Models Matter

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Exploring why pretrained language models like BERT are practical when labeled data and compute are limited

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