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Essays and technical notes on system design, product engineering decisions, and practical trade-offs.

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April 10, 20265 min read

Multimodal Emotion Recognition: What Actually Worked (and What Didn’t)

I built a multimodal emotion recognition system using audio and text, expecting combined models to outperform single modalities. In practice, simpler models and selective feature extraction performed more reliably than complex integrations.

#Ml Systems #Multimodal #Emotion Recognition

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April 10, 202610 min read

Building an Image-Based Clothing Recommendation System

An end-to-end image-based recommendation system that combines classification, feature extraction, and similarity ranking to generate meaningful clothing recommendations from user-uploaded images.

#Ml Systems #Recommendation Systems #Computer Vision