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E-commerce websites generate huge volumes of clickstream data, but only a small fraction of sessions actually end in a purchase. Understanding which browsing behaviors signal purchase intent lets businesses personalize offers, retarget visitors, and increase conversion rates.

so i built a classification model that predicts whether a website visitor's session will result in Revenue (a completed purchase), using session-level behavioral and technical features.

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