Writing
I use this space for long-form pieces that clarify how ideas move from papers and metrics into actual reasoning tools. The focus is usually machine learning, video understanding, and the constraints that shape useful systems.
An analysis of how computational efficiency evolved from a marginal concern to a central research objective in video understanding, using arXiv publication trends from 2015 to 2025.
Read articleA visual walkthrough of n-grams, TF-IDF, BLEU, ROUGE-L, METEOR, and CIDEr, with worked examples aimed at image and video captioning research.
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