This document outlines an agenda for a seminar on data science applications for e-commerce. It discusses how data science can be used to improve recommendations, analyze the relationship between physical and online sales, enable dynamic pricing and personalized offerings, gather and use external data, optimize order fulfillment through anticipatory shipping, and improve customer service. Specific examples are provided for how data mining techniques can be applied to transaction data, web logs, product data and other sources to gain insights.